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SAT and ACT gist
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This blog will be mostly a detailed desciption of my code along with my resulting presentation at the end. However, I have taken the liberty of deleting many cells that didn't really end up contributing to the final presentation as well as for the sake of readibility. \n",
"\n",
"Please keep in my that I was able to do this work after just two weeks of instruction. \n",
"\n",
"Loading in the file:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(\"ignore\")\n",
"import pandas as pd\n",
"csv_file_act = \"../data/act.csv\"\n",
"csv_file_sat = \"../data/sat.csv\"\n",
"act = pd.read_csv(csv_file_act)\n",
"sat = pd.read_csv(csv_file_sat)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>State</th>\n",
" <th>Participation</th>\n",
" <th>English</th>\n",
" <th>Math</th>\n",
" <th>Reading</th>\n",
" <th>Science</th>\n",
" <th>Composite</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>National</td>\n",
" <td>60%</td>\n",
" <td>20.3</td>\n",
" <td>20.7</td>\n",
" <td>21.4</td>\n",
" <td>21.0</td>\n",
" <td>21.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>Alabama</td>\n",
" <td>100%</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>Alaska</td>\n",
" <td>65%</td>\n",
" <td>18.7</td>\n",
" <td>19.8</td>\n",
" <td>20.4</td>\n",
" <td>19.9</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>Arizona</td>\n",
" <td>62%</td>\n",
" <td>18.6</td>\n",
" <td>19.8</td>\n",
" <td>20.1</td>\n",
" <td>19.8</td>\n",
" <td>19.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>Arkansas</td>\n",
" <td>100%</td>\n",
" <td>18.9</td>\n",
" <td>19.0</td>\n",
" <td>19.7</td>\n",
" <td>19.5</td>\n",
" <td>19.4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 State Participation English Math Reading Science \\\n",
"0 0 National 60% 20.3 20.7 21.4 21.0 \n",
"1 1 Alabama 100% 18.9 18.4 19.7 19.4 \n",
"2 2 Alaska 65% 18.7 19.8 20.4 19.9 \n",
"3 3 Arizona 62% 18.6 19.8 20.1 19.8 \n",
"4 4 Arkansas 100% 18.9 19.0 19.7 19.5 \n",
"\n",
" Composite \n",
"0 21.0 \n",
"1 19.2 \n",
"2 19.8 \n",
"3 19.7 \n",
"4 19.4 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"act.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>State</th>\n",
" <th>Participation</th>\n",
" <th>Evidence-Based Reading and Writing</th>\n",
" <th>Math</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>Alabama</td>\n",
" <td>5%</td>\n",
" <td>593</td>\n",
" <td>572</td>\n",
" <td>1165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>Alaska</td>\n",
" <td>38%</td>\n",
" <td>547</td>\n",
" <td>533</td>\n",
" <td>1080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>Arizona</td>\n",
" <td>30%</td>\n",
" <td>563</td>\n",
" <td>553</td>\n",
" <td>1116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>Arkansas</td>\n",
" <td>3%</td>\n",
" <td>614</td>\n",
" <td>594</td>\n",
" <td>1208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>California</td>\n",
" <td>53%</td>\n",
" <td>531</td>\n",
" <td>524</td>\n",
" <td>1055</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 State Participation Evidence-Based Reading and Writing \\\n",
"0 0 Alabama 5% 593 \n",
"1 1 Alaska 38% 547 \n",
"2 2 Arizona 30% 563 \n",
"3 3 Arkansas 3% 614 \n",
"4 4 California 53% 531 \n",
"\n",
" Math Total \n",
"0 572 1165 \n",
"1 533 1080 \n",
"2 553 1116 \n",
"3 594 1208 \n",
"4 524 1055 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sat.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Unnamed: 0 int64\n",
"State object\n",
"Participation object\n",
"Evidence-Based Reading and Writing int64\n",
"Math int64\n",
"Total int64\n",
"dtype: object"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sat.dtypes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The SAT dataset is all integers with the exception of Participation and State, which are strings. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Unnamed: 0 int64\n",
"State object\n",
"Participation object\n",
"English float64\n",
"Math float64\n",
"Reading float64\n",
"Science float64\n",
"Composite float64\n",
"dtype: object"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"act.dtypes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data dictionary:\n",
"\n",
"- State: state the data was taken from.\n",
"\n",
"- Participation rate: number of students in that state participated in the SAT during 2017. The exact parameters for this are unclear.\n",
"\n",
"- Composite/Total: average total score for either test, by state.\n",
"\n",
"- Evidence-Based Reading and Writing/Math/English/Reading/Science: average scores for each section of the test, by state."
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"The data looks quite complete, as it should, considering this is taken from a site that took the data directly from the college board's annual report. Any possible issues might be that the participation column is not formatted as float64s because it contains percentage signs. The other possible issue is that some states require mandatory participation, which would bias participation results. Obviously there may be many other sources of bias. Additionally, the ACT data has a 'National' row and the SAT data does not, which will create a problem for merging, so that row must be dropped. Also, I will drop the extra index rows. Finally, two of Maryland's scores are incorrect. Maryland SAT math reads as 52, which is lower than what is mathematically possible (I did well on the SAT math). If we subtract Maryland's SAT EBRW score from the total score, we get the true math score, which I will insert. Maryland ACT sci is also impossibly low, so I set it to the missing value by computing what it should have been for the ACT composite score to be correct. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I take off the percentage signs from the participation variables and replace them with nothing. Then I divide by 100 to get the ratio. Finally I assign the new columns to my new datasets, newsat and newact."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"newact=act\n",
"newact.Participation=newact.Participation.map(lambda x: float(x.replace('%',\"\"))/100)\n",
"\n",
"newsat=sat\n",
"newsat.Participation=newsat.Participation.map(lambda x: float(x.replace('%',\"\"))/100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I created two dictionaries to use as values to rename the columns. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"column_map1={\n",
" \"State\": \"ST\",\n",
" \"Participation\": \"SATPTN\",\n",
" \"Evidence-Based Reading and Writing\":\"SATEBRW\", \n",
" \"Math\": \"SATMATH\",\n",
" \"Total\": \"SATTOT\"\n",
"}\n",
"column_map2={\n",
" \"State\": \"ST\",\n",
" \"Participation\": \"ACTPTN\",\n",
" \"Math\": \"ACTMATH\",\n",
" \"English\": \"ACTENG\",\n",
" \"Reading\": \"ACTREAD\",\n",
" \"Science\": \"ACTSCI\",\n",
" \"Composite\": \"ACTCOMP\"\n",
"}\n",
"newsat=newsat.rename(columns=column_map1)\n",
"newact=newact.rename(columns=column_map2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then I dropped the unnamed rows and removed the national column. Then I reset the index so it starts at 0."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"newsat.drop('Unnamed: 0', axis=1, inplace=True)\n",
"newact.drop('Unnamed: 0', axis=1, inplace=True)\n",
"newact.drop(0, axis=0, inplace=True)\n",
"newact.reset_index(drop=True, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I fixed the errant Maryland scores by working backwards. I found SAT math by subtracting EBRW from the total. I calculated ACT sci by looking up how the composite score is calculated, which is by average. Thus, I set up a little algebraic expression to get my missing value."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"newsat.loc[20,'SATMATH']=524\n",
"newsat.loc[20,'SATMATH']\n",
"newact.loc[20, 'ACTSCI']=(newact.loc[20,'ACTCOMP']*4)-(newact.loc[20,'ACTENG']+newact.loc[20,'ACTREAD']+newact.loc[20,'ACTMATH'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Merged the two dataframes on the state column. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alabama</td>\n",
" <td>0.05</td>\n",
" <td>593</td>\n",
" <td>572</td>\n",
" <td>1165</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alaska</td>\n",
" <td>0.38</td>\n",
" <td>547</td>\n",
" <td>533</td>\n",
" <td>1080</td>\n",
" <td>0.65</td>\n",
" <td>18.7</td>\n",
" <td>19.8</td>\n",
" <td>20.4</td>\n",
" <td>19.9</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Arizona</td>\n",
" <td>0.30</td>\n",
" <td>563</td>\n",
" <td>553</td>\n",
" <td>1116</td>\n",
" <td>0.62</td>\n",
" <td>18.6</td>\n",
" <td>19.8</td>\n",
" <td>20.1</td>\n",
" <td>19.8</td>\n",
" <td>19.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Arkansas</td>\n",
" <td>0.03</td>\n",
" <td>614</td>\n",
" <td>594</td>\n",
" <td>1208</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>19.0</td>\n",
" <td>19.7</td>\n",
" <td>19.5</td>\n",
" <td>19.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>California</td>\n",
" <td>0.53</td>\n",
" <td>531</td>\n",
" <td>524</td>\n",
" <td>1055</td>\n",
" <td>0.31</td>\n",
" <td>22.5</td>\n",
" <td>22.7</td>\n",
" <td>23.1</td>\n",
" <td>22.2</td>\n",
" <td>22.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG ACTMATH \\\n",
"0 Alabama 0.05 593 572 1165 1.00 18.9 18.4 \n",
"1 Alaska 0.38 547 533 1080 0.65 18.7 19.8 \n",
"2 Arizona 0.30 563 553 1116 0.62 18.6 19.8 \n",
"3 Arkansas 0.03 614 594 1208 1.00 18.9 19.0 \n",
"4 California 0.53 531 524 1055 0.31 22.5 22.7 \n",
"\n",
" ACTREAD ACTSCI ACTCOMP \n",
"0 19.7 19.4 19.2 \n",
"1 20.4 19.9 19.8 \n",
"2 20.1 19.8 19.7 \n",
"3 19.7 19.5 19.4 \n",
"4 23.1 22.2 22.8 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact = pd.merge(newsat, newact, on='ST')\n",
"satact.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I was told to use create a column for standard deviation without using the one included in numpy. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"['SD',\n",
" 0.35276632270013036,\n",
" 45.66690138768932,\n",
" 47.12139516560329,\n",
" 92.49481172519046,\n",
" 0.32140842015886834,\n",
" 2.35367713980303,\n",
" 1.9819894936505533,\n",
" 2.0672706264873146,\n",
" 1.7533922304280611,\n",
" 2.020694891154341]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"sd = [(np.sqrt(sum((x - np.mean(x)) ** 2)/50)) for x in np.array(satact.iloc[:,1:].T)]\n",
"sd.insert(0, 'SD')\n",
"sd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Adding the standard deviation column to the dataframe, though I had to drop it before I did the correlations."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alabama</td>\n",
" <td>0.05</td>\n",
" <td>593.0</td>\n",
" <td>572.0</td>\n",
" <td>1165.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alaska</td>\n",
" <td>0.38</td>\n",
" <td>547.0</td>\n",
" <td>533.0</td>\n",
" <td>1080.0</td>\n",
" <td>0.65</td>\n",
" <td>18.7</td>\n",
" <td>19.8</td>\n",
" <td>20.4</td>\n",
" <td>19.9</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Arizona</td>\n",
" <td>0.30</td>\n",
" <td>563.0</td>\n",
" <td>553.0</td>\n",
" <td>1116.0</td>\n",
" <td>0.62</td>\n",
" <td>18.6</td>\n",
" <td>19.8</td>\n",
" <td>20.1</td>\n",
" <td>19.8</td>\n",
" <td>19.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Arkansas</td>\n",
" <td>0.03</td>\n",
" <td>614.0</td>\n",
" <td>594.0</td>\n",
" <td>1208.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>19.0</td>\n",
" <td>19.7</td>\n",
" <td>19.5</td>\n",
" <td>19.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>California</td>\n",
" <td>0.53</td>\n",
" <td>531.0</td>\n",
" <td>524.0</td>\n",
" <td>1055.0</td>\n",
" <td>0.31</td>\n",
" <td>22.5</td>\n",
" <td>22.7</td>\n",
" <td>23.1</td>\n",
" <td>22.2</td>\n",
" <td>22.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG ACTMATH \\\n",
"0 Alabama 0.05 593.0 572.0 1165.0 1.00 18.9 18.4 \n",
"1 Alaska 0.38 547.0 533.0 1080.0 0.65 18.7 19.8 \n",
"2 Arizona 0.30 563.0 553.0 1116.0 0.62 18.6 19.8 \n",
"3 Arkansas 0.03 614.0 594.0 1208.0 1.00 18.9 19.0 \n",
"4 California 0.53 531.0 524.0 1055.0 0.31 22.5 22.7 \n",
"\n",
" ACTREAD ACTSCI ACTCOMP \n",
"0 19.7 19.4 19.2 \n",
"1 20.4 19.9 19.8 \n",
"2 20.1 19.8 19.7 \n",
"3 19.7 19.5 19.4 \n",
"4 23.1 22.2 22.8 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact.loc[51]=sd\n",
"satact.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alabama</td>\n",
" <td>0.05</td>\n",
" <td>593.0</td>\n",
" <td>572.0</td>\n",
" <td>1165.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alaska</td>\n",
" <td>0.38</td>\n",
" <td>547.0</td>\n",
" <td>533.0</td>\n",
" <td>1080.0</td>\n",
" <td>0.65</td>\n",
" <td>18.7</td>\n",
" <td>19.8</td>\n",
" <td>20.4</td>\n",
" <td>19.9</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Arizona</td>\n",
" <td>0.30</td>\n",
" <td>563.0</td>\n",
" <td>553.0</td>\n",
" <td>1116.0</td>\n",
" <td>0.62</td>\n",
" <td>18.6</td>\n",
" <td>19.8</td>\n",
" <td>20.1</td>\n",
" <td>19.8</td>\n",
" <td>19.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Arkansas</td>\n",
" <td>0.03</td>\n",
" <td>614.0</td>\n",
" <td>594.0</td>\n",
" <td>1208.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>19.0</td>\n",
" <td>19.7</td>\n",
" <td>19.5</td>\n",
" <td>19.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>California</td>\n",
" <td>0.53</td>\n",
" <td>531.0</td>\n",
" <td>524.0</td>\n",
" <td>1055.0</td>\n",
" <td>0.31</td>\n",
" <td>22.5</td>\n",
" <td>22.7</td>\n",
" <td>23.1</td>\n",
" <td>22.2</td>\n",
" <td>22.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG ACTMATH \\\n",
"0 Alabama 0.05 593.0 572.0 1165.0 1.00 18.9 18.4 \n",
"1 Alaska 0.38 547.0 533.0 1080.0 0.65 18.7 19.8 \n",
"2 Arizona 0.30 563.0 553.0 1116.0 0.62 18.6 19.8 \n",
"3 Arkansas 0.03 614.0 594.0 1208.0 1.00 18.9 19.0 \n",
"4 California 0.53 531.0 524.0 1055.0 0.31 22.5 22.7 \n",
"\n",
" ACTREAD ACTSCI ACTCOMP \n",
"0 19.7 19.4 19.2 \n",
"1 20.4 19.9 19.8 \n",
"2 20.1 19.8 19.7 \n",
"3 19.7 19.5 19.4 \n",
"4 23.1 22.2 22.8 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact=satact.drop([51])\n",
"satact.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some more examples of things I did for the assignment. "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>District of Columbia</td>\n",
" <td>1.00</td>\n",
" <td>482.0</td>\n",
" <td>468.0</td>\n",
" <td>950.0</td>\n",
" <td>0.32</td>\n",
" <td>24.4</td>\n",
" <td>23.5</td>\n",
" <td>24.9</td>\n",
" <td>23.5</td>\n",
" <td>24.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Delaware</td>\n",
" <td>1.00</td>\n",
" <td>503.0</td>\n",
" <td>492.0</td>\n",
" <td>996.0</td>\n",
" <td>0.18</td>\n",
" <td>24.1</td>\n",
" <td>23.4</td>\n",
" <td>24.8</td>\n",
" <td>23.6</td>\n",
" <td>24.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Idaho</td>\n",
" <td>0.93</td>\n",
" <td>513.0</td>\n",
" <td>493.0</td>\n",
" <td>1005.0</td>\n",
" <td>0.38</td>\n",
" <td>21.9</td>\n",
" <td>21.8</td>\n",
" <td>23.0</td>\n",
" <td>22.1</td>\n",
" <td>22.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Michigan</td>\n",
" <td>1.00</td>\n",
" <td>509.0</td>\n",
" <td>495.0</td>\n",
" <td>1005.0</td>\n",
" <td>0.29</td>\n",
" <td>24.1</td>\n",
" <td>23.7</td>\n",
" <td>24.5</td>\n",
" <td>23.8</td>\n",
" <td>24.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Florida</td>\n",
" <td>0.83</td>\n",
" <td>520.0</td>\n",
" <td>497.0</td>\n",
" <td>1017.0</td>\n",
" <td>0.73</td>\n",
" <td>19.0</td>\n",
" <td>19.4</td>\n",
" <td>21.0</td>\n",
" <td>19.4</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG \\\n",
"8 District of Columbia 1.00 482.0 468.0 950.0 0.32 24.4 \n",
"7 Delaware 1.00 503.0 492.0 996.0 0.18 24.1 \n",
"12 Idaho 0.93 513.0 493.0 1005.0 0.38 21.9 \n",
"22 Michigan 1.00 509.0 495.0 1005.0 0.29 24.1 \n",
"9 Florida 0.83 520.0 497.0 1017.0 0.73 19.0 \n",
"\n",
" ACTMATH ACTREAD ACTSCI ACTCOMP \n",
"8 23.5 24.9 23.5 24.2 \n",
"7 23.4 24.8 23.6 24.1 \n",
"12 21.8 23.0 22.1 22.3 \n",
"22 23.7 24.5 23.8 24.1 \n",
"9 19.4 21.0 19.4 19.8 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact.sort_values([\"SATMATH\"]).head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alabama</td>\n",
" <td>0.05</td>\n",
" <td>593.0</td>\n",
" <td>572.0</td>\n",
" <td>1165.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alaska</td>\n",
" <td>0.38</td>\n",
" <td>547.0</td>\n",
" <td>533.0</td>\n",
" <td>1080.0</td>\n",
" <td>0.65</td>\n",
" <td>18.7</td>\n",
" <td>19.8</td>\n",
" <td>20.4</td>\n",
" <td>19.9</td>\n",
" <td>19.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Arizona</td>\n",
" <td>0.30</td>\n",
" <td>563.0</td>\n",
" <td>553.0</td>\n",
" <td>1116.0</td>\n",
" <td>0.62</td>\n",
" <td>18.6</td>\n",
" <td>19.8</td>\n",
" <td>20.1</td>\n",
" <td>19.8</td>\n",
" <td>19.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Arkansas</td>\n",
" <td>0.03</td>\n",
" <td>614.0</td>\n",
" <td>594.0</td>\n",
" <td>1208.0</td>\n",
" <td>1.00</td>\n",
" <td>18.9</td>\n",
" <td>19.0</td>\n",
" <td>19.7</td>\n",
" <td>19.5</td>\n",
" <td>19.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>California</td>\n",
" <td>0.53</td>\n",
" <td>531.0</td>\n",
" <td>524.0</td>\n",
" <td>1055.0</td>\n",
" <td>0.31</td>\n",
" <td>22.5</td>\n",
" <td>22.7</td>\n",
" <td>23.1</td>\n",
" <td>22.2</td>\n",
" <td>22.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG ACTMATH \\\n",
"0 Alabama 0.05 593.0 572.0 1165.0 1.00 18.9 18.4 \n",
"1 Alaska 0.38 547.0 533.0 1080.0 0.65 18.7 19.8 \n",
"2 Arizona 0.30 563.0 553.0 1116.0 0.62 18.6 19.8 \n",
"3 Arkansas 0.03 614.0 594.0 1208.0 1.00 18.9 19.0 \n",
"4 California 0.53 531.0 524.0 1055.0 0.31 22.5 22.7 \n",
"\n",
" ACTREAD ACTSCI ACTCOMP \n",
"0 19.7 19.4 19.2 \n",
"1 20.4 19.9 19.8 \n",
"2 20.1 19.8 19.7 \n",
"3 19.7 19.5 19.4 \n",
"4 23.1 22.2 22.8 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact[satact['SATMATH'] > 500].head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Here I made hisograms of participation. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"plt.figure(figsize=(10,5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.hist(satact.SATPTN, bins=51, alpha=0.5, label='SAT ptn')\n",
"plt.title('SAT Participation Rate')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.hist(satact.ACTPTN, bins=51, alpha=0.5, label='ACT ptn', color = 'r')\n",
"plt.title('ACT Participation Rate')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Histograms of the math sections. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.hist(satact.SATMATH, bins=51, alpha=0.5, label='SAT math')\n",
"plt.title('SAT Math Avg Score')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.hist(satact.ACTMATH, bins=51, alpha=0.5, label='ACT math', color = 'r')\n",
"plt.title('ACT Math Avg Score')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Histograms of the non math or science sections. "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = [satact.ACTENG]\n",
"y = [satact.ACTREAD]\n",
"\n",
"plt.figure(figsize=(10,5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.hist(x, bins=51, alpha=0.5, label='ACT English')\n",
"plt.hist(y, bins=51, alpha=0.5, label='ACT reading')\n",
"plt.title('ACT English/Reading')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.hist(satact.SATEBRW, bins=51, alpha=0.5, label='SAT ebrw')\n",
"plt.title('SAT Evidence-Based Reading and Writing')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ST</th>\n",
" <th>SATPTN</th>\n",
" <th>SATEBRW</th>\n",
" <th>SATMATH</th>\n",
" <th>SATTOT</th>\n",
" <th>ACTPTN</th>\n",
" <th>ACTENG</th>\n",
" <th>ACTMATH</th>\n",
" <th>ACTREAD</th>\n",
" <th>ACTSCI</th>\n",
" <th>ACTCOMP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alabama</td>\n",
" <td>0.05</td>\n",
" <td>593.0</td>\n",
" <td>572.0</td>\n",
" <td>1165.0</td>\n",
" <td>1.0</td>\n",
" <td>18.9</td>\n",
" <td>18.4</td>\n",
" <td>19.7</td>\n",
" <td>19.4</td>\n",
" <td>19.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ST SATPTN SATEBRW SATMATH SATTOT ACTPTN ACTENG ACTMATH \\\n",
"0 Alabama 0.05 593.0 572.0 1165.0 1.0 18.9 18.4 \n",
"\n",
" ACTREAD ACTSCI ACTCOMP \n",
"0 19.7 19.4 19.2 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"satact.head(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the correlations between variables. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x113172da0>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
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2MkTME9mBk03N7t23l5FZuIZR7SXDcILgfG5cXaTBoTFyCVhspvrPGdRwGqPMvnGsVUdOX9TpRi9ZhWv8+lgrfR0ASACj/sMvDjfp+VfrdVP5AvoOMmkw8J//+Z/13nvv6cEHHwzctnv3bv3DP/yD9u/fz8xBF4hn9PxMc4/Bc4W/HaljpjyRHThVuOzWn/cqLc3o/mQWzmFUe7/9yFbqLmw3NZ9Dw6PKyvAY3JdcAmaJVP/Ptfk4gxqOY5TZ91t8Gh4dU6d3kKzCFRrbffqgxRf2b/R1AMBcRv2Hls4+DY+O6fWjF+g7yKTBwDfeeEOvvPKKsrKyAretWLFC3//+9/Xggw86fjCQsyHjm6m1rqJQLR29026vrCi0pI3x4LOdvXi24Ux5ckN2nIxc32D2tgiX3a6eQd1RWaqWzr5p9yezN5DL+Jm17Yxq74ETbdTdGJBla0zNp693SOtXFam1a3ptXVO+QM//V51jZ3+QEdgt2gyeveBVeUmeYf0/cKKNGSswRTSZjDa3Rn2W4oJc1Z/3Bv5NVuEERrluaPbqv49e0KKFc8P2deiDA0B0ItXZ4KvOrCmbP2P/gb6DSYOBHo8nZCDQb+7cucrIMOUlLBN8lnJ2pkdDw6M6fOqi9jy8JaWCEc+MgR2bylR9/MYXyOxMj0oL5+ju28ssaWOsuFbw7MW7DWfKkz87klQwL1u+3qHA7YiMXN9gxbYIl92hkTHlzcmaPEZ8dKwomJetgWsjZPYj5DJ+Zm47o9pb1+jV7vs3UHejQJat09UzGKij0mRtzcnKCLlNUqA//utjrZKc9xmQEdjt7IXJDEqT9bz6eFvYDPqzunltadj9bMemMj39Sl3Y12DGCmJhVBef/PMqrV0xmclzbT5961/eVt/giCSp88qA6s979aU/3Bi4j9/U3xmkyczmZGVMG7wmq7DT2QtePfWz0+rqGdTQyFgg+1/+/G36wYsnNTQypq0blhjWYABAZP466+u7roL8HNWfv6LDpy5q9/0bA3VWmux7bL81fL2d2n9I9b6DKSN1ubm5am1t1bJly0Jub2lpUXp6esTHjoyM6Otf/7ouXryo4eFh7d69W0uWLNGTTz4ZGGT8zne+o4ULF5rR1GkO1rZrZGxcWzcs0fXhUXX7rmnpsjzVNXZH/EKfbGcExzNjoLKiSE/sqtKhk+0aG5f6B4fV1tWnAyfaNTEh27cH6yPNXrzbcKY8VVYU6cufv01H6y6ptbNPd1SW6q4NSyz/XBK531r1WuT6Biu2hVF2PenSE7uqVNfYrXNtH6rzyoDWr7Nue1uZVSuem1zGz8xtF6n2JrruJqLekmV38H9O3b5rWr+qSDlZGaqp79D4+IRq6jv0hU/dJF/vkBqae1RZUaiCedn66f9+EPIcTvoMYs1IpJwm2/cJmMufj7MXfLprwyJ1eQd1rv1DlZfk6b5tK9XS8aG6em7sV4dOhmbQn9Wa+g5VrV8c+K67fFG+PrttJVfrgGmm1sX09DRtXluq1w416amfnVZ5ab7ycjN1y/ICZWdN/gR1bWgyj68dapr224H/d4aDte0Rjw2T9yWrsFbwsXpN2XyVFs3R0bpOrVo6TwX5OUpPSwvp3wyNjKmm7lLg8VNrcElBrm5eUcDxHgBm0NDs1S9+06TKikL1Dg6rvatfixbm6fa1pbpw6UOlp4eu5/ObutDvluUleRqfmKzDwVK972DKYOCuXbv08MMPa/fu3aqsrFRWVpbq6+v11FNP6Stf+UrEx7722mtasGCBvvvd78rn8+lzn/ucysrK9Pjjj2vt2rV68cUX9fzzz+trX/uaGU2d5kxzj6rWL9Y7Z7sCHdjWrj7Vn/dqw+piwy/1yXZGsNHZdzOdreR/vyHbo7PPEduD9ZFmL95tOFOeGpq9IWdwtHb16XhDl4rm51j6w3Si9lsrX4tc32DFtjDK7vbbJrP7cnVjSG4Pn7pkeoaszI9Vz00u42fmtotUexNZdxNRb8myO0z9nFq7+pSd6VHV+sU6UndJmZ70af3tL33vTY2PT4R5Lmd8BrFkJFJOJSXd9wmYJzg7WzcsCel/tHT0KjvTo81rS9Xa1RfYr+7ZXB7yHP6sjo9P6EjdpcCVDTp7BgMZi/c7IBBsal2c+vtKS2dfILPpadLbZ7qm9Uem1r7KiqJpM11frm7U0DhZReKEO477s/zG8bbAf/trrL9/09LZN1lvvYMhNXjdyiL5+oa0YXWxze8MAJwt+AoXb55on/Z9csu6Un1845LA1WSkj/q8pzu076/ukTQ5q/DxZ2tCvlvSdzBpMPDuu+9Wenq6nnvuOX3rW99Senq61q9fr8cff1zbtm2L+NhPf/rTuvfeewP/9ng8+sd//EeVlJRIksbGxpSdnW1GM8PauLpIF7sHYjrDNxnPGg939l20Zyc7dXtwpuvsxbsNZ8qTHZlJ5Gta+Vrk+gYrtkWk7D7zyumEZMjK/Fj13OQyfmZuOyfkV0pMvSXL7mD0OY2Ojev3tlVo68al0z4vp38GsbTP6P0fOX1Ro2MTjuw/wxn82cnO9Oj68GjYrFwfHg1cCmloZEwDg8Mh95ma1aGRMXV6B7Xp5pLAbbP5Dgj4BWctUmbHxsY1NDweV+0jq7CD0XE8uP6G++/li/J1rKFr2uPm5mTo85+6adqlcQEAoQ7WtkuSYZ9i4PqohkfGp10WNPg72doV9B3CMW1Bv+3bt2v79u0xP27u3LmSpP7+fj322GP6yle+EhgIrK2t1b/927/phRdemPF59u3bp/3798f8+nffXq5/+unJsH8zOgM5Wc8an3r2XbScuj3cdKZrvPm12my2YaQ82ZGZRL6mla/ltFzbmV2rtoVRdhOVIStfx6rndlouo+GUumv2trM7v4l6rVTPslPyOxOjz6mrZ1B7Ht4S9m9O/wxiaZ/R+7/UPaDuD6+H/Zvd/WeruSW7dvNnp2Betrp918Lep9t3LTDzRJJaL/eH/D3arMb7HTDVkF1jwVmLlNnh0XFduRr+b9HUPrIaP/IbH6PjeHD9nfrfpYVzVLVhybTBwOxMjz67bSUDgTEiu3Arsjs7Z5p7ZuwHL1yQG9IXpp8bHVMGA8fHx/WTn/xEd955p2666Sb96Ec/0s9+9jOtXbtWe/fuVV5eXsTHd3R06JFHHtFDDz2k++67T5L0+uuv65lnntEPf/hDFRbOfCbwo48+qkcffTTktvb2du3cuTPi49aUF+imZQvU2tU37W9GZyA7/YzlRHPq9nDT2YPx5tdqVm1DOzKTyNe08rWclms7s5vobZGoDFn5OlY9t9NyGQ2n1N1EbbtkqYFWv4ZbsuyU/M5kNmtSO/UziKV9Ru9/SfFclRTOcWT/2Wpuya7d/Nnx9Q5p/aqisN9ViwtyVX/eG/KYYE7fl9yG7BoLztq5tqsqLZwTNrNZGekqLsiN6bcXmIP8xsfoOB5cf4P/e/mifN23fXLAr2h+DvXXBGQXbkV2Z2ddRaGqj7dF7AeXFOSqrGSu6hq91NkYmDIY+P3vf19NTU26++67deLECf3gBz/Qvn37dObMGT355JP6zne+Y/jYK1eu6OGHH9bevXtVVTW5fsarr76qf//3f9ePf/xjLViwwIwmRvTJLct1+NSlqM9AdvoZy4nm5O3BGQCzZ8U2tCMziXxNq1+LXN+QyG2RqAxZ+TpWPje5jF8itl0y1UCrX4Msm2c2a1I7+TOItn1G73/rxqWS5Nj+M+wXnJ2crIxpl0DKzvRobk6GCuZly9c7FHjMVE7fl5A8grPW0OzV8YauaZn1eNKVlZkeNs/UPjiR0XE8JysjcCnnuTk3/jt45h/1FwDi56+/kfrBd99eTp2NgymDgYcOHdJ//ud/KiMjQ//6r/+qe++9V3fddZfuuusu/c7v/E7Exz777LPq7e3V008/raefflpjY2M6d+6clixZEhhBv+OOO/TYY4+Z0dSw/GeyvXGsVe+3+rS4aK5Wl8+f8f5OPsunodmrg7XtOtPco3UWt88N2wPOMtvMxJPvRObUjNdK5D6M6MTyuc7m87Myq2Y9N/l0n3g++3g/50TUW7LsDnYc753A3+6zF3x6YOdqXe65pnNtV6e9f/rPMBK877w3JUdryheoYsk81Td5lZXh0ea1pdq6cQnZga2C6/VvrSrUrs/9lk6+f1ktnX0qK83TisXz1DswpG23lukzH19J7YMrTO3HrFw6X0XzcnT8bJe2blis/DlZ8vUP6Y8+fbM2rC4mxwBggoZmrw6fatf9v71aLZ29uuf2MvUODqv9cr+WFM3VqvL51NxZMGUwMD09XRkZk0917Ngx7dq1K/C38fHxiI/ds2eP9uzZY0YzZq32/S4tWZinhmav3j7TqZczG/XErqqw4XLyWT4NzV7tfa4mMGre0tGr6uNthu/FDE7eHnCmeDMzm3wnMqezeS079mFEJ5rP1YzPz8qszva5yad7xfLZz/ZzTkS9JcvuYMfx3k5T29186UPlz8nU3/9ZldaUF4Tcl/4zIgmXj3NtPv3icJP+9ZdnAxlr7erTO2e7VDQ/hzzBFlPrXllxnp57+11Jk+tenjh7WSfOXg6p32QVbuGvxefafPrmD2u06eZSjY9P6J2zlwOZP/V+tzasLra5pQDgfufafPrWv7ytDauL9eu32yRN9iUGro2oID9H/+e3V7P26iyZMhiYm5urS5cuaWBgQOfPn9ddd90lSXrvvfdmXC/QKeoau7Vi8Xx1+67ppmUFysnKUE19hw7Wtruuo3qwtj1k+qwkDY2MufK9AFOlQr6jfY9unTGR7JI9o2a8P7LrfMmeYyn+90h+E8OtGQzX7r7BEb1xrHXaYGCikV1ni+bzOXCiTR8ODLty30DyCq572ZkeXR8eDfy70zsYcj8yCieLVIffONaq4ZFx9V8bnrZ+FTUYAGbHX3/rz3u1rqJIE5qY1pfoGxzRgRPtDAbOkimDgV/96lf14IMPqr+/X48++qgWLFign/zkJ3rqqaf07W9/24yXsFRDs1cvVzdKmhxt9i/+W7V+sRqae+xsWlzOGLTZje8FmCoV8t3VMzjtmthS6Ht064yJVJDsGf2g7aoWFc2Rr3coJKPRvj+y6w7JnmMpulo7FflNHLdm0KntJrvOFu3nM3h9VN2+awbP4ex9A8kruO4VzMs2zKhRfQScILgOZ2d6NDQ8qsOnLmrPw1tUWVGkM809EfNNDQaA+Jy94NVTPzutrp5BDY2MaXh0TFkZnrD3pdbOnimDgVu2bFF1dbWuX7+uefPmSZLWrVunF154QStWrDDjJSx16GS7Nq8t1fXhyS9X61cVKScrQ8Mjo9qw2n1fjtdVFKqlo3fa7ZUVhTa0BjBXMufbfyZMcB2qqe/Q+PiEpND36NYZE6kg2TO6qHCOWofHpmU02vdHdt0h2XMcba2divwmjlszaEa7rZjBR3adbabPx5+J5ku9Wloyd9qsFMn5+wbcz6g2Bde9gWsjqlg1L2xGl5W446pRSE0Ha9s1MjaurRuWBH4bXLosT3WN3YGcVx9v0/pVRdRgADBJQ7NXPz/cJEmB7+Yn3r+sdRWF1FqLmDIY+Oijj2rfvn3KysoK3LZx40Yznjohxsald852hay7kJ3p0T23l+nu28ttbl3sdmwqU/XxtpAvlNmZHu3YVGZjqwBzJGu+p54R7q9DVesX60jdpWnv0akzD5CaGX3nbFfU74/sukMq5jhcrZ2K/CaOWzM423ZbNYOP7DpbpM9naiYWFc2dNqvZDfsG3C1SbQque3NzMzV/bnbYjM6dk2X09IDtzjT3BL7XBPcT6897tWF1cSDnOVkZ1GAAMIHRd/PNa0sliVprEVMGA9va2sx4GtsMDIZfd6H/2ojta3vEo7KiSE/sqtLB2nY1NPeokjVBkESSNd9GZ4SPjo3r97ZVaOvGpSHv0a0zJlJBqmU0PU168s+ror5uO9l1h1TLsVGtnYr8Jo5bMzjbdls1g4/sOpvR57NhddG0TNTUd6hq/WJNTEyovbtfNy8r0CfuXOb4fQPuFqk27b5/Y6DunWu7qoHrIyFXXiouyFVOVoY86TY1HojCxtVFutg9MGPOD51s1z2byzUwOKzWy/2swQsAcTLqW1wfHlVDc48++/EKXfZdU2tXH7XWRKYMBg4ODuqdd97RxMRE2L/fcccdZryMZcJNO5Wktsv9CW6JeSorithBkLSSMd9GZ4R39Qxqz8Nbpt3u1hkTqSKVMtp2uT+mBZzJrnukUo6Nau1U5Dex3JrB2bTbqhl8ZNfZjD6fu28v1w/+/VTIfcfHJ3Sk7pLWlC/QU3/924luKlLUTLUpuO75z/SXJtcQrD/vlSQ9sasqAS0F4nP37eX6p5+eDPu3cDkHAMyOUd+i23dNxQtydee6RdRcC5gyGNjd3a1//ud/DjsYmJaWph/96EdmvIxl1q0sUkvn9AHBdUFnylqxdoebsT0QCzPzkqzZi/WMfbfOmHASO7Lk5vyaNauE7FrD6my5ObvBZptj8ut+Ts9yPBmN5j2RXWcz+nzWlBcYZqK4IFdHTl/S1o1LbGgxUk2k2nT2glcHToTWoOA877yjhHoDx/IfQxvbP9SKxflhJwuUl+Tp7AVvTCdAAgAiM+pbLF+Ur/u2r6TmWsSUwcDly5c7fsAvkpnOlLVq7Q63YnsgFmbmJZmzF88Z+5yZGD87suT2/Jo5q4TsmsvqbLk9u8HMyDH5dS83ZDnWjMbynsiusxl9PkaZSFOa/t+f1mp8YkLbbl2ayKYiBa1ftTBsDleXLdDjz4avQbvv32hXc4GoTD2GFi/IDbtG1fiE9PizNY7qLwCA260uWxC25m66pYSBQAuZMhjodjOdKWvV2h1uxfZALMzMSzJnjzP2E8uOLLk9v2TUuazOltuzG4wcpzY3ZDnWjLrhPWF2/Jl47dB5tXX1B9Zfq6nv0Pj4hGrqLjEYCMudaboybR3AuTkZOvXBZWoQXMtoTVZpImy9JdcAYJ5TH1wOu8bwyfcv6xN3Lre7eUnLlMHAv/qrvzLjaWwV6UxZq9bucCu2B2JhZl6SPXucsZ84dmQpGfJLRp3J6mwlQ3aDkePU5ZYsx5JRt7wnzE5lRZF++J/vanh0TPXnvSE/Xodb7gIwW31Tj1o6epWd6QmsA1gwL1tZGZ6w96cGwQ2mHkP9a7KuWjpf8/OyptVbcg0A5rnQ0afWrr6QvsXQyJiWlebb3bSklm7Gk3z84x/XK6+8orq6usBt3//+9/Xyyy+b8fS2W2e4Zlds6yQlC7YHYmFmXsgezGJHlsgvrGJ1tsgukkUyZjkZ3xPCW7xwrjq9g9NmYS1fxA8msJ6/1gyNjAVy6Osd0jKD/FGD4AZGx9AlC+fqg9ar0+otuQYA8/j7EMF9C4m+rdVMGQz88Y9/rBdffFF5eXmB27Zv366f/vSn+slPfmLGS9hqx6YyZWeGnvEW7zpJyYDtgViYmReyB7PYkSXyC6tYnS2yi2SRjFlOxveE8O7asCTsZ121YYlNLUIqCVdrJONcUoPgBkbH0HB1lVwDgLno29rDlMuEvvzyy3rhhRdCBgPvuOMOPf/88/qTP/kTPfTQQ2a8jG1YXyZU8PY413ZVt99SwuKeMGTm/sO+CLPYkSXyC6tYnS2yi2SRjFlOxveE8PzrAtbUXVJLZ5+WL8pX1YYlrBeIhKisKNKTf16lAyem15qi+TnUILhSpGMouQYAa9G3tYcpg4Hp6ekhA4F+hYWFSk83ZfKh5RqavTpY264zzT1aF+ZA71+741ybTwdOtOnpV+rC3i9VBL/nmvpO9Q4Ma2JCKbktkt1M+0Y0zFyfyYlrPZmxjZz8esnAaJslersl8jWdmhOntsuJYtlWVmfL7trrhNw4oQ24Id7Pw+4sWyHa93T41EUdrbuk1s4+LVuUr7v4sm0pf0bPXvDprg2L1OUd1Ln2DwN5lRRzhrfdupTPDKZraPbq0Ml2jY1L/YPDauvq07qVRYY53X3/xpDHJ2NdhTvM1BcI/L3Jq/LSfOXNyZInXdp+2437GeWXXANAdKbW4vWrFurk+116v+WqFi2cqzXl87VhdXHYmkrfNvFMGQz0eDzyer0qKgr9UK9cuaKxsTGDRzlHQ7NXe5+rCVybtqWjV9XH2/TErqppHYlo7pcK2Bapgc95ZoneRnwmsUvFbebU9+zUdjkR2+oGJ2wLJ7QBN/B5xO7wqYv6wYsnA9ustatPxxu6JIkv4BYIzujWDUv0cnXjtLxuWVeqQ6cuhdxGhpFo/qxuXluqd8523chpZx85haPN1BeY9vfOPmVnerR5ban2PldDjgHABEa1ePPaUrV29am1q0+nP+hWW2efJCYROYEp0/b++I//WH/6p3+qt956S729vRoaGtI777yj3bt36/Of/7wZL2Gpg7Xt0xYGHhoZ08Ha9rjulwrYFqmBz3lmid5GfCaxS8Vt5tT37NR2ORHb6gYnbAsntAE38HnErqbuUthtVlN3yaYWJTd/RrMzPbo+PBp22w9cHw1ZJ4UMww7+zJFTuM1MfQGjv18fHg38HQAwO5Fqrb//4O9PHDl90Y4mYgpTZgb+/+zde3Qc9X3//5euK8mSbEmWZcmSbfkC6BLLNgJHGGOIcyEkJKWQksIv/eVHz68OJVzaND1JcEhrck7akrRqPaaYAAAgAElEQVTNwYVQfufbnp6mUDeQQkhOAnGwDUaA8UVGkomxJcuSrZtXa+u+uv7+ELterWakXWkvM7vPxzk5wXvTZ2df857PzGc+M3/wB38gt9utb3/722pvb5ckrVy5Un/6p3+q66+/PhR/IqwamnsMH2/0ezzQ18UDlkV84HeeW6SXEb9J8OJxmVn1O1u1XVbEsrrCCsvCCm3AFfwewWv56GzcQB/HwngympPtULdryPA13a4h5WQ71OEc9D5GhhFpDc095BS2NFdfwOx5T6bJMQAs3Fy11tN/6HYNKSGSDYOpkN3Q7+6779brr7+u2tpavfXWW3rkkUf0yiuv6A//8A9D9SfCpqI01/Dxcr/HA31dPGBZxAd+57lFehnxmwQvHpeZVb+zVdtlRSyrK6ywLKzQBlzB7xG8lcuzDB9fZfI4FsaTUVevW/k56Yavyc9Jl6vXPe0xMoxIqyjNJaewpbn6AmbPezJNjgFg4eaqtb7/LspfFKlmYRYhmRno0draqr179+rFF1/U5cuX9bWvfU0//vGPQ/knwmL75mLtO9wqaersTU9YPTfM9n+d7/RXR0rSjNfFA5ZFfOB3nluklxG/SfDicZlZ9TtbtV1WxLK6wgrLwgptwBX8HsHbtrHIe49A3/2dmg1F0WxWzLr52mLVn3HK1Tes3Ow0OVKSZuR1UVoyGUbUeeppWmoyOYWtmPUFbr52Kp+3VBs/n5aa7H0/EOtu/8ZLQb/nFz/6YhhaglhlVovTUq/0Hzz9ia1V3KfcCkIyGPjaa6/p+eefV0NDgz71qU/pH/7hH/Td735XX//610Px8RHxf3+uTPVNTrV19uvasmWqvqZgxk0ty0vztHtnjQ4cbVNjc4/KS3O1fXNxXN78kmURH/id57aQZdTY7NTBY20an5D6B0fU2tmnijV5097f2OzUgaNtamjuUcVHn81vEpx4zPFs39koU7PlTZLp60PZLkzHsroi2GXhzXGTUyUFWcrMSFVSonTTptmzPtuy5fewFn6PwHmy/uG5S/qT28rU0Hxlf2fTVfnatpGd8oWYbbupBOlj65YqKTFRX7xpjS5eHlbT+cvevEpSZkYqGUZYzbVN9NTTN4636c5PrNPZ9l61dfZr1fIs1WwoUt7iNHIKy7prxzqdbr2sdueArlmVo2tW5erlg03as7dOK5dnaecdH1PThUt6/0yPVi7L1KKP8r97Zw05BoB58PQr6pucKl6WqewMx4x+buXapTp+qksrl2epMG+R1pUs1oZ1+dRdiwjJYOCDDz6oz372s/rv//5vrVq1SpKUkGCPK8E2Njt15GSnXjrY5B2xPtfZpyMnu5TmSJ6xg+zpMINlES/4nec2n2XU2OzUY8/UqrqsQO+d7PTWn5aOPu073KrdO2skSY89U3vlufZe73P331kV2i8R4+Ixx0bf2ZM7o0xJxnnbUlGgg8cvzHj9QgYE4+23mC+W1RWBLosZGe/okyMlSdVlBXrsmdo5a+tcA4L8HtbB7zE33/Xhrk+s13/86uSM/Z1F6akMCM6T0Ta1f3BE7zRc6ded86lBJ05362//rEbrS3K8n0GGEU6BbBN9a+ljz9RKmpo9/G5jp95t7GS/A5bkm21HSpJysh3KzUrTMz9/f9p27nBjpx7+8ibtvIMMA8BC+fcrPP3cLRUFOt89oK9+rlzXlhVIEvsXFhaSwcCXX35ZL774ou655x6tWLFCn/vc5zQ+Pj73Gy3g7foL6nQOTZvOKknu0XHVnrgwLbzhnjEBYHbBzuSwcpsOHG2TJA2PjBnWnwNH25SclGD43CtvNOnZl+p1VckSSyyDWGbFzM1mrvYeONoWdN4GhsemXTbK8/q5ZhnC+uzw+wXbRrOMD4+MeZ83y/qBo21KSJD2H7H2MoG1WHk98qwPWRkputDdH9D+DgLnX28cKUkaGDbu1w2PjGlkdEI/f/20Ol2Duq68QJ3OQX3YdtlyuYH9mNWhubaJv333nA7VnVfjWZcKczO8r+1wDnpf7+nzAVbim2336LgGhkZ1rrPPMO9v1p1Xl3NAbd391FwAWACzfsXY+KQk6dV3WzQ8MsblQC0uJIOBV111lb71rW/pr/7qr7R//369+OKLunjxov7sz/5M9957r7Zv3x6KPxMWfQOjauvqN3yupaPP+9+BnPkZihkTAIzNNqMpWuvbQtrU0NyjnGyHul1DJp/do7zFaYbPtXT0aWRsXL9662zUl0Ess2LmZhNIexuae0zea563bteQcrId0w4MNTb36MNWl62WD6azQ77n00azjHtyPFvWG5p7VH/GqXOdfQH/PcQ3q69HnvVhdWF2QPs7CE5Dk3Pav2fr13lqUEtHn65elaOf7Ttt2dzAXszq0A8e2DrnNvH3LS6NjH30vhHjk7kbTT4DiCb/bM+2nWvr6ldbZz/9OwBYILN+RVtXv0bGxvXWiXYdOdmliUlmBlpZYig/LDk5WZ/85Cf11FNP6eDBg/r4xz+uH/3oR6H8EyGXtShFK5YtMnyupCDT+9/BnPnpmfEDIHRmm9EULQtpU0Vprly9buXnpBs+X16aqxX5xrUpPyddrl53UH8PwbNi5mYTSHsrSnMN3xto3nxfv/9Iq62WD6azQ77n00azjHtyPFvWVy7LVGfP4LTHrLZMYC1WX48868PZ9l7T/Z1in/0dBKekIGvav2fr13lqUNHSRXL1Dls6N7AXszq0/0jrnNtEz//PtU8CWI1/tmfdztG/A4CQmKtfIV258gisK6SDgb5yc3N133336eWXXw7XnwiJj1cWqWRZlhwpSdMed6QkaVVhtvff/qPfc83oARBas81oipaFtMlzmeG01GTD+rN9c7G2Vq0wfC4tNXnaTj81JzysmLnZBNLe7ZuLg87borTkGSfDbN9crLrT02dEGP09WJcd8j2fNpplPC012fu8adYzUmccUJ3r7yG+WX098qwPfYOjWpFvvL+zenm2ybsxl8yM1GnL1D06rkVpxv06Tw3KW5KuLvYhEUJmdejEaeec20TPPoV7dHzWfRLAavyz3Tc4anpcL5v+HQCExGz9Ct86y5VHrC0klwm1s/LSPNU3devuT63X6dbLauvqV3FBplYszVTvwJWZEBWluWpp7/X+29XrVuXaPO+lBqZ/JmfPAaHmvw56RHN9W0ibykvztHtnjQ4ea9Mt1SUaGBzRua7+Gfcw2L2zRgeOtqmxuUclyzI1MSnV1rcH/fcQPCtmbjaBtNeTO0+mymfJm+c5aeqAp//r7bZ8MJ0dfr/5tNE34w3NPVq5LFOLMlKVlKhpl4MyyvrBY8ZniFtpmcBarL4e+a4PR092Te3vtF1WW2e/ipdlqig/U+e72Vmfr6REqbqsQMMjY+p2DSk/J10Tk9KXdqxTT697Wg0aHBpRdVmB9r03NVuLfUiEymx1yFMDXnmjSS0dfSpelqnsRalyXh7SbVtX66WDTd7X19a3q6ayUIkJUmtX/4w+ImAlRvs0DkeivrBtjc53908d11uWqeKCLDWfv2TyGdRcAAjGtH5F51S/IkEJM45RrlqeZfIJsIK4HwyUpMo1+fr+/3lHy3LStXRJut4/fVFHTnZp984a72u2by7WvsNXLonme+an0YwJAKHlvw5K0V/fFtqm8tK8OXewfV9z8qxT3/1JrSYmJuf19xAcK2ZuNoG2d7bcmT1n9Jjdlg+ms8PvN982Bltbff32XWsvE1iLHdYjT9YPN3bon547Kmnq3krvn7moIx906eEvb4pyC+3rpk3FeuyZWklTV42pPzM1Y/72bWtm1BdPH853BpaVcwP7mKsOlZfmKSFB2rO3Tu+fuahF6Sly9bqV7khWSlKi3BNT75uYmNR7Jzv1+NdqVLaaAUBYn39fznP/zNSURH3+xjV69Z2zeuv9dm3dUETNBYAQ8e1XZDiS9cbxCzOOUdZsKIpiCzEXBgM1FeRd923xnlW0beOKGWfBmc2m+NyNa0xnWAAInblmNMVDm8pWW28ZxDIrZm42kW6v3ZYPprPD70emYXV2ysx15ct1/51Vqj1xQS0dfdq4Pl81G4q0beOKaDfNtvx//x3XLTP9/X37cB+cdemuHevU1TOkD1svWTo3sL5A6lDZ6jw98KWqGVk1OpbBQCDsynddeKe+Q7fWrFZXz5DOtF2m5gJACHn6FZ4rnfUNuNXa1a9VBVnsX9gAg4EfWchZ5HQigMgIZD2NtEi3yYrLIJbZbXmTRwTDDr8fmYbV2Skz2zauYOc8xIL5/e2UFdgLxzKAKdRZAIgM6q19MRjoo7HZ6b3HjP99uwAgUqhFiDYyiFhErhHvWAcij2WOSCBniEfkHgAig3obWxgM/Ijn+uKe64i3tPdq3+FW7d5ZQ8ABRAy1CNFGBhGLyDXiHetA5LHMEQmenElT967cd7iVnCHmnTzr1L/8T506ewblHh2nvgJAmNCfjT2WGAwcHR3Vd77zHZ0/f14jIyO6//77tW7dOn3rW99SQkKC1q9fr+9973tKTEwMWxsOHG2bdkNhSXKPjuvA0bYZNyVmNBywH7usu4HWItifVTNJBjEfVs2zB7lGqFg962ZYBxZmPr87yxyRcPBYm6rLCjQ8MqZu15Aq1+YpLTVZB4+RM8SmxmanfvFGkyR5815b3059RVTd/o2Xgn7PL370xTC0BFgY/z5vTrZDo+MT015DvbU3SwwGvvzyy1qyZImeeOIJuVwu3XHHHbrmmmv0yCOPaMuWLXrssce0b98+fepTnwpbGxqae6b925GSpJxshz5sveR9jNFwwJ7stO761yKPRpPHYU9WziQZRLCsnGcPco1QsEPWzXjWAc8+jqvXLffoOOtAAOb7uzc098xY3lOfxzJH6CxKT9XBY+fVNzgqSTrX2SdHSpJuqS6JcsuA0POvx56811QW6tCJC9RXAFgA/xrbcXFABbkZ2la1QgeOtfm9lnprV5YYDLz11lv1mc98xvvvpKQkNTQ06Prrr5ck3XTTTTp06FBYBwMrSnPV0t6rxMQE1VQWes+sK8jNUGOzU+WleZY8u9OuZycD/sKZZTutu55a5K+8NDcKrYS/UOU0mpmc6zuQwdgX6nprpRpLbUW4nDzr1CtvNFkm68GqXJOr4vzMGbOHlmSlRrtplmdW4155o0kJCVLZauPf/saqQn1w1jVtedfWt1N3EBKe7V39GaeuWpnjzdfExKTco+MaGByZ9jqOF8COAp2hMjwyJkdKEvUVABbA0+f1HxsZGRvTTRuL9OaJqX6GxH60nVliMHDRokWSpP7+fj300EN65JFH9Pd///dKSEjwPt/X1zfrZzz55JPas2fPvNuwfXOx9h1uVXVZgd472TntTKPDjZ3avbPGcmeV2/nsZEy30PzaXbizbKd111OLfA86OVKStH1zcVTaOpd4ym4ocxqtTAbyHeyWwfmKp+z6Cke9tUqNjaXaOpd4zW+0nDzr1J69dabP2+HM2Io1S/Xj54/NmE3x8Jc3RbQddsyuWY1r6ejTnr11euBLVTPqZ2OzUz/bd3rG8r5xQ6Ft6068s1J255odJUnnuvr1YauL+wlCkrXyGyijfp1/zj08J/JTX2OPHbMLSPbMrqfPW1NZOGNsxLf+2nk/GhYZDJSk9vZ2PfDAA7rnnnt0++2364knnvA+NzAwoOzs7Fnf/+CDD+rBBx+c9lhbW5t27NgR0N8vL83T41+r0S8Omp/xW7UuLyJnlQd69p6VzsTHwiw0v3Y33ywHuq5YbUbIbN/3/jurtHtnjQ4cbVNjc4/KLX4GbzxldyE11zerVevytL54cVQyGch3KC/Ns1UG5yuesusrHPXWKjU2lmrrXOI1v5Hkm/mSZZkqLVqs/qERneuceYKiHc6MrT9z0XD9qD9zUds2rohYO+yYXbMal5+TrvozTsP6aVaPHKnJtq078c5K2TXLl2d2lHt0XBWluTpwtJX7CUKStfIbqEBy7lFSkKkvbl9rOlMb9mXH7AKSPbNbUZqrjosDGh4ZM6y/Y+MT+sK2Um2tWkE/wsYsMRh48eJF3XfffXrsscdUU1MjSSovL9c777yjLVu26ODBg/r4xz8e9naUrc7Tv/zshOFzjc09eujujfrN2+fCelZ5MGfsW+VMfGCh5pPlYNYVq80Imev7lpfmsWG1oPnWXKOs3rSxaMZObCQyGeh3IIOxKxz11io1ltqKUDGbjXD7tjWqP+OMetbng/2G+atcu9SwxpUWLdaRD7oMl6HZ8va9Hz0wX2b56nYNee9RuX1zsV4/0mZ4Zj/3E4QdNDQ5DR/35LzDOShpqh4vyXIwEAgAC1S5dqnqzzjV7RoyfL794oB23bclwq1CqFliMPAnP/mJent79dRTT+mpp56SJD366KP6/ve/r3/8x3/UmjVrpt1TMJxmO7t9fUlO2M8qD+aMfauciQ8s1HyyHMy6YrWZTqy79jTf380oq2+eaNcff/oquXrdEc0k2UM46q1Vaiz5RqiYZb6l/bK2VBRoYHhqls2q5Vn6/LY1thhkZv2Yv4ami9NmV+XnpCstNVkt7ZdN71HF8kY4meWrcOkiFeSme8/YN7vPqed+goCVlRRkqaVj5mz8VYXZGh0dV2pykrceAwAWrqHpokqLFmtkbMzwaiirlmdFoVUINUtsNXft2qVdu3bNePw///M/I96Wuc5uD/dZ5cGctWuVM/GBhZpPloM9w91KM0JYd+1pvr+bUVYnJiZ1qK5dT/7VLSFv52zIHsJVb61QY8k3QsUs8509QxoZG5er162C3AzdftMa28xEYP2Yv/qmHnVcHFBBboakSe/s0JUFWab3qGJ5I5zM8vWHt6ybti02OpAnTd1PELC6zIxUwyupLEpLVmP7ZY2MTaj+zNTswd07a6LVTMSg27/xUkz9nUiYz3f5xY++GIaWYCE6nIOqP+PUlooCw/pbs6Eoiq1DqFhiMNAqGpudOnisTbdUl2hgcETnOvu1siBTizJSdfBYmyRZataGVc7EB/wFei8/j/lk2cpnXM/1/Vl3rSXQvM73dwt3VoNZ38hebAp3BqJdb8O9jgL+zDK/anmWOnoGtfnqZdq+udg2A4HS1Pqx846P6b0POtXW2a/igkxVX1PA+hGAG6sK9cFZ10ezAjNUUpCt2vp2rVqeZTggPGOfsqs/oP4w4O+N4+f11okLOtfRp5XLs3TDhiJt27gi4O1dxZo8w5lVFRbYXwL8+ff38nMc+sK2NTrf3a+2rn4VL8tUUX6m+gbd2nhVvk6cdmrHdcuorQAwT9662+RUSUGW8peka8O6PE1MSteVF2jIPXVVjJKCTN24cYVurIrcfcYRPgwGfsT/3iDbNxVrcnJS7zZeucb+b981vh9ZKAV7FqkVzsQHfAVzLz9fwWbZqmdcB/r9WXetIdi8zud3C2dW57O+kb3YEokMRLPeRmIdBfyZZd4ulwQ18sbx83rm5+9LknKyHTpysktHTnYpzZGsbRvZsTfT2OzUz/adnnHPtRs3FOrz24wHAn1rliMlSQW5Gbr5WnsNHiP63jh+Xj9+/ti07B1u7JQk74DgXPXIqvtLgD+ze6y/0zCV+Zxsh4580KUjH3Tp4S9vYrsFAAs0o+52TPVxq8sKdLixU9VlBao/41RBboa+uH0t/dgYwmDgR15799y0nbb+oZEZl9Uwux9ZKHFWO+wumHv5LYRV1xWz7//KG01KSBAbUIuJRF7DmVWz9v/23XM6VHdedaedzEaIcXbP8FzMvt+Lr5/Wobrz3vsiAaFk1T7GQtSeuOBdlzqcg9Me56CqObMalJycpDePn9e//OyEqtbl6eZrS7S+JGfG692j4zrX2af9R9roAyIovuush3t0XG8eP68PW3v08cqiOWtSLNYyxCbf43HS1DG5geExw+1W/ZmLbLcAYIHM+rjDI2OSpLHxCd22dZW2bSzW+pKcaDQRYcJgoKQPW1061eLy/jsn26Fu15Dha83uRxZKnNVuLNhLTyJ8Zvstgr2X30KEe12ZT+bMvn9LR5/27K3TA1+qIrdhEsrfK9R5nU9WA/k+Zu3/fYtLI2Pj6nAOBjw7F9YRTJatnGEjwa6nZt+v/eKAWjp69Zu3z5FthMVCMm/FPqvRpQJnexxTzGrQ6dZLGpuYUGnhYp3vHtA/P3dM15UvU0OT0/D1kdiHhD2Z1QuzdbOtq199gyP61aEW7/ZvtprDsQVYnf/xOCk0x+SsuC0GgGhrbHbq2O+7vPdc9dftGlJOtkMdPYMqLcrWj//7ODU0xjAYKGn/kVbl56R7ZwK6et2qXJtneMNtK9yPLB7N99KTCL25foto31sqVOabObPvn5+TrvozzrDPLo5Xof69op3XQL/PXHnziMTMdoRGsFm2aoaNzGc9nSvjZBtWY9U+a3FBpuG+TXFBZhRaYx+z1aDM9FS9Xd/u/a07ewZVudZ4EMeKNRnRZ1Yvvn9/jVYuzzJeZ5dl6v0zF+UeHdehuvNKTUnUv/78fbV19cs9Om6ZmgME6nfvndNVK5eos2fQuy4s9JicVbfFABBNH7Q49S//U6eB4RFdtTLHsMZ69rM/tjZTP99/hr5FDGIwUFLdaaeK8zPlSEmSe3Rc7tFxpaUme//tEUvX15/rLCmrnUUVqUtPYm5z/RbB3puisdmpg8faND4h9Q+OqLWzTxVr8mybObPvn5aaLPfoOGeGh0mof6/Zar1/faxcu1QNTRdV3xS6ehno95krb9PbTfbsINgsLyjDH90oPDMjVUmJ0k2bwlt357OeBpJxsg0riUSfdT799NWF2TpysmvGurS6MDskbbKjN46f11snLuhcR59WLs/SDRuKZlx6zqwGLUpLVv/QyIxLgsb6PiRCy6xevP5em27YUKTDjZ0zslSUn6m3Gzp0Y1WRUpKT9NyrpzQ6NqFry5YpMSFBb73fzn4yLMdsu9XY7FSXa1gdFwdUuTZPaanJqv3oJItFafOvpxw/AoApvsdcewfckqS1K5aotHCxjn7QbbifLUkOv2NK1NDYwWCgps74/PXbLaqpLNTwyJi6XUMaGR3T3Z9ar8bmHnX1DKlw6SL94S3rYiL0c50lZcWzqCJ56UnMbq7fIph7U3iyVl1WoPdOXtnZbenos23mPN//lTea1NLRp/ycdO9OzdTznBkeDgv9vQK9l4pZfawuK1BLe2/I6mWg38eo/TnZDj336imD70r27CDYLC84wz43Cn/smdqw1t35rKe+36++yan8JdNr6tRryDasI9x91vn200dGx7WlokADw1P7Ovk56VqUlqwRv4Ol8eKN4+f14+ePeZfjuc4+HW7slKRpA4JGNTbNkay3329XclLijM+trW/Xp7esUmKCuEcb5jRbvbj/zipJU/cObOnoU/GyTBXlZ+p/D55RTWWhEhOkV95snpZhR0qSaioLdejEBfaTYRlm262Hv7xpRh12pCTp09evVPelIS3LzZj3PS85fgRY3+3feCmo1//iR18MU0til9kx13OdfXr/jFO3b1uj5guX1e0aUvGyTGUvStXwyJhuqS7Rq++0GHweNTQWMBioK2d8HjpxQY6UJOVkO/RBi0upKcl6/7RTOdkOFeSmx8xO3FxnSVnxLCo7XQYt1gXyWwR6b4oDR9skScMjYzGVufLSPCUkSHv21nkvYydxZng4LfT3CjRns91k2Xd2+UKzG8z38W9/Y7NTP9t3Wu4JZiXY0XyyHKoMe54PV92d73rq+X4ftrr0vX+tVd/gqPc5sg2rCXefdb799G7XkA4ev7Kv4+mfbN+8wvQ9saz2xAXD5Vh74sKM2YH+Nfb51z5Q36Dx5ZUmJiaVmCDvQA4wm7nqxbaNK7Rt4wqdvXBZf/P/1eqt99vlSEnS+PiEhkcmDDPs/qhPyn4yrMJouyWZ1+GevmGdbb+sa1bnzPuelxw/AoDZj7kOucd09sJlnTrn0qL0FL1/5qJystL04N1Vev29Nk1MTM74PGpobJh5OmMc8pzxedsNq7V86SIV52dqw7p87+UJXL1uba2KnR3luc6SsuJZVNs3F8uRkjTtMQ4ARkcof4uG5p6Q3Bw8HBb6PctW5+mBL1Vpx3UlWl2YrdtuWM31tcMoUjXCrD56brLssdDsLuT7+G7TyJ79hDvLc2U4nHV3od9tfUmOdt23hWzD0qK1Ds+17p796KCoe3RcHc4r92U62z7zXiHxwOi+frM97mvDunxtuipfK5dnsX+CBQm0XqwuWqy//sp1uu2G1frY2jyNjE2Y7j91uYZUkJtBDmEZRtutnGyHab3tuDiorR8r0oZ1+fP+mxw/AoC5j7l2uYb08YrlcqQma9vGFXrgS1W6ZlUeNTTGMTPwI75nHJ0869T+I21aWZAVk5d2messKSueRRXsZdAQPqH8LSpKc7XvcOuCbg4eLqH4nvM9kxHBi1SNMKuPnpssX2nPwrK70O9D9uwr3FmeK8M7rlsWkr9jhLqKeBCtdXiu7U7FmjzDA68VcXqG78rlWYZ9z1XLs+Z8r+e3fOvEeX1u62p1XxrWuc4+S9xnHfYSTL3w3f49+78nlJAg4wwXZuv2baUqW00OYQ1G2y1Xr1vXlReYZvjGTSsWlGGOHwHA3MdcVy3P0qdrVumhVdNrIzU0tjEYaKBsdV5Md549l0U1uxHzXM9HCwcArSNUv4Una2mp8785eDiROXuJxO9lVh/TfG6uHKrskr/4Fc7ffrYMe54PJ3KNeBCNdXiuddeq/ftouWFDkQ43ds5YHjUbigJ6P7UMoTKfLG2tWqFfvtlkuP/0+RsZCIS1GG1/JPM6HKoMU6cBxLu5jrl+ftsaXbPKuE5SQ2MXg4FxaK4Rfs4AQKR4snbwWJtuqS7RwOCIznX1c2Y1LMuoPlauXaqGpotaXZhNvYTl+Wa4oblHK5dlalFGqpISxSU3ARuYbz+d/v10nvsC1p64oJaOPq1anqWaDUUz7hcIWJFnvS1ZnkUmJVUAACAASURBVKXTrZfV7hzQ1Stz9MnrV8btOg3rmm37k7c4je0SAIQJx1xhhMHAODXXCD9nACBSyBrsxiizHDyEnVB3AXub7zrMuj/dto0r2H7DtlifYSdmeSXHABBe1Fn4YzAwjjU2O70zAzgrANFABmEl5BGxhkwD8BXvNSHevz+sj4wi1pBpAIgcai4CwWBgnGpsduqxZ2q91wtuae/VvsOtXCIMEUMGYSXkEbGGTAPwFe81Id6/P6yPjCLWkGkAiBxqLgLFYKDic+T8wNG2GTdwdo+O68DRtpj/7rAGMji3eKxN0RKveSRjsSteM22EnAPUhGC+PzUD4TBXruJ9HYX9+Wa8al2eBt3jZBoAIuS1d89RcxGQuB8MjNeR84bmHsPHG00eB0KNDM4uXmtTtMR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\n",
"text/plain": [
"<Figure size 1800x1800 with 110 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set_palette(\"husl\")\n",
"sns.set(style=\"ticks\", color_codes=True)\n",
"sns.pairplot(satact)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.set_palette(\"husl\")\n",
"sns.heatmap(satact.corr(), annot=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This heatmap of our data is annoted with the strength of the correlations for all relationships. As described before, we see strong correlation between aptitude across individual tests, e.g., a strong ACT science score is associated with a strong ACT reading score. "
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Obviously, there is a strong correlation between doing well in one part of one test and doing well in another part of the same test. What is also interesting to note is that there doesn't seem to be a correlation between sat scores and act scores, as one would expect one. However, the tests are quite different. Finally, there is a correlation, albeit a weaker one, between participation and score. This is a negative correlation, indicating that the higher level of participation a state has, the lower we would expect the average scores to be. Unfortunately, we would expect this to be a causal relationship from participation to score, not the other way around, and thus does not help us in our quest to increase participation. There also seems to be a negative correlation between ACT participation and SAT participation, again, which we would expect. However, this might help us in our plan to increase SAT participation. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, some further visualizations. "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.boxplot(data=satact[['SATEBRW', 'SATMATH']], palette=\"Set1\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.boxplot(data=satact[['ACTENG',\n",
" 'ACTMATH', 'ACTREAD', 'ACTSCI']], palette=\"Set2\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.boxplot(data=satact[['SATPTN', 'ACTPTN']], palette=\"Set3\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 11 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10));\n",
"\n",
"plt.subplot(4, 3, 1);\n",
"plt.hist(satact.SATMATH, bins=51, alpha=0.5, label='SAT math');\n",
"plt.title('SAT Math Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 2);\n",
"plt.hist(satact.SATEBRW, bins=51, alpha=0.5, label='SAT ebrw');\n",
"plt.title('SAT Evidence-Based Reading and Writing Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 3);\n",
"plt.hist(satact.SATTOT, bins=51, alpha=0.5, label='SAT total');\n",
"plt.title('SAT Total Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 4);\n",
"plt.hist(satact.SATPTN, bins=51, alpha=0.5, label='SAT ptn');\n",
"plt.title('SAT Participation Rate');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 5);\n",
"plt.hist(satact.ACTSCI, bins=51, alpha=0.5, label='ACT sci');\n",
"plt.title('ACT Science Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 6);\n",
"plt.hist(satact.ACTMATH, bins=51, alpha=0.5, label='ACT math');\n",
"plt.title('ACT Math Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 7);\n",
"plt.hist(satact.ACTENG, bins=51, alpha=0.5, label='ACT eng');\n",
"plt.title('ACT English Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 8);\n",
"plt.hist(satact.ACTREAD, bins=51, alpha=0.5, label='ACT read');\n",
"plt.title('ACT Reading Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 9);\n",
"plt.hist(satact.ACTCOMP, bins=51, alpha=0.5, label='ACT comp');\n",
"plt.title('ACT Composite Avg Score');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 10);\n",
"plt.hist(satact.ACTPTN, bins=51, alpha=0.5, label='ACT ptn');\n",
"plt.title('ACT Participation Rate');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.subplot(4, 3, 11);\n",
"plt.hist(x, bins=51, alpha=0.5, label='ACT English');\n",
"plt.hist(y, bins=51, alpha=0.5, label='ACT reading');\n",
"plt.title('ACT English/Reading');\n",
"plt.legend(loc='upper right');\n",
"\n",
"plt.tight_layout();\n",
"plt.show();"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a191e7358>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Ho7kJLL/2v8rl4X0pBIODUvASQkipoWB/CxiGAS8I4AUhmZlPlKDG0y+yWyveakX57Z+Bq60NvoFBBCcm9IN+JIqFjz6Gf2gYrs4OOJv2Z7WvXpOTKXhZowTe4chqfQAhhJDiQcF+jVKZ+ZRYDHJQzH3QtwmouPOzcHW0wT8wiODESWg6SYDkcAQLf/wI/qFhuLs64Ni7N6ugr8YTiC8sgjUawTvsFPQJIWSD27T77HOFM5lgqiiHsbwsq0Vzegx2Oyo+dydqHz8Ex94GMKz+QjpZCmH+/T9i+hdHkl8OlOy2EKrxOOILi4gtLOb8ywwhhJDCoWCfIyuCvjn3d8IGpwOVd30B2w89BnvjHmRaPJ8QJcz94X1MH3kZ4uQktCwXFaqxGGLzC4gteqEm0m8TJIQQUrwo2OcYZzLBVFYGU2UFOKsFyPGONqPLiaqDd2H7Y4/CtntnxraJQBCzR9/DxSMvQzx1OusMemo0itjcPOI+H9QcL1AkhBCSPzRnn0E2NbdXFN4JhZLFcHK4bc/ocWPLF+9BrGsRvt4+SGfP67aN+wOYffsofP0D8PR0Q9hZn9W+eiUcgRKJgLNawdtsWe0EIIQQkn/0Ka0jVzW3k9v2HODt9rxs2zOVlWHLvV9CbH4e3t4+hM5P67aNe324+tbbMJWXwdPTDeuOurUHfW2p2E44TEGfEEKKHH0668h1ze0V2/ZSmfmi0Wy7ucxUUYGt99+H6OwcvL29CE9f0m0bW1jEld+9BXNlBTwHumHZvp2CPiGElDD6VNaRz5rbKzPzhaCEw7p76W+VuaoS1Q8+gMiVq/Ae70Xk8oxu2+jcPGbe+B3MW6qSQX/bNgr6hBBSgmiBng6mzKVzPHc1t1ND/KaqKhjcLjA5DI6WrVuw7eGHsO3hh2DZuiVj2+jVWcy89iZmfvM6IjP6Xw5WZSnox+bmEPf7s97+RwghJHsU7HUUsuZ2qviOuaoSxjIP2BwmsbFsq0b1I19G9UMPwFxVmbFtZOYKLr/6OmZeewPRq1ezu/BS0I/OziLuD1DQJ4SQdUTjrDrWq+Z2KjOfGo8jIUo5mddnGAbW7TWw1GxDePoifL29iM4t6LYPX7qM8KXLsNZuh+dAN8yVmb8kZKQBSigEJRwCZxVgsNuyyu5HCCHk1lGwz2A9a26zRiNMZR6oiQRkSYISiWRdZpdhGAh1tbDWbkf4/Hl4j/chtujVbR+evojw9EUIO+rgOdANU3n52i9+TdDnBQG8jYI+IYQUCgX7Irdiv74kQQ6HAZ0c+avFMAyE+npYd+xA6MxZeHv7EPelX5AIAKHzFxA6fwG2nfVw93TDVOZZ+8W1ZFpfORxe3p1AQZ8QQvKLgv0GwXAcDE4neJsNcigMORTKOkkPwzCw7d4FYWc9pNNn4OvrR9yvv9tAOnsOoXPnYNu9C+7uLhjd7rVfXNUgixLk0DV3+iwtISGEkHygYL/BJFfw28HbhGRmPikHQZ9lYW/YA9vuXRCnTsHX349EQEzbVtMA8dQZSKfPwNawB57uLhicWexQWA76YfC2paCfRXY/QgghN8pbsFdVFd/5zncwOTkJo9GI7373u6irq1v++X/913/hzTffBMMw+OY3v4l77rknX11Zs2zS5eYbw7Iw2O3gBSE5LB6Ssh/eZ1k49jbCvmc3xMkp+PoHkBCltG01DRAnT0E6dRr2xga4u7tgsNvXfnFVhRwUoYRC4G12cIKVgj4hhORI3oL9O++8g3g8jpdeeglDQ0N45pln8JOf/AQAEAwG8fOf/xy///3vEYlE8MgjjxRdsM9Vutx8Y1g2eacvWJdy8IeyD/ocB8f+fbA3NiA4cRK+/oFkbv80NFVDcGIS4tQpOPY2wt3VCd5mW/O1NUVFIhCALIngbTZwgkBBnxBCspS3YN/f34877rgDANDe3o6xsbHln1ksFlRXVyMSiSASiRTlh3mu0+Xm23IOfpstmYM/FIImZ7e3neE4OJubYN/biOCJCfgHBiGHI2nbaoqKwPgEgicn4WzaD1dHO3hBWPO1k0E/iIQowWC3gbNaaU6fEELWKG/BXpIk2K65w+M4DrIsg1/KErd161Y88MADUBQFf/VXf3XT8z377LN47rnn8tXdG+QzXW4+MSwL3mZLLuQLR6CEJKjx7GrQszwPV2sLHPv2Ijh+Ar7BISiR9Pv/NUWFf2QMwRMTcDQ1wd3ZDs5iWfvF1U+CPm9bWr1PQZ8QQm5J3oK9zWZDKBRafqyq6nKg/+CDDzA3N4ejR48CAJ566il0dnaitbVV93yHDx/G4cOHVxy7dOkSDh48mIfeJ9Plagu+NMdzly4333irBbzVslR4R4IajWV1PtZggKu9DY79+xAYG4d/aAhKNJ62rSor8A+PIHjiBJwtzXC1t4Ezm9d+8aU5fVlKrd6noE8IIauVt0/Lzs5OfPBBco57aGgIDQ0Nyz9zOp0wm80wGo0wmUyw2+0IBoP56sqaFDJdbr5xJhNMZWUwVVaAE6xAlrMmrNEId2cHap98Ap4D3WCNBt22akKGb2AIF37+AhaP9ULJ8gsHVBWyKCI6O4tEUISW5U4EQgjZDPJ2Z3/PPffgww8/xKFDh6BpGr73ve/h+eefR21tLQ4ePIiPPvoIjz76KFiWRWdnJ26//fZ8dWVN1itdbj6xBgOMLhc0u31pMV84q217nMkET3cXnM3N8A+PIDAyAjUhp22rJmT4+gcQHBuDs60VrtYWsEbjmq+d3LInQg5JlJyHEEJugtE0LcskrOsnNYx/9OhR1NTUrHd3NhxNVZOL+SQpJyV2lUgE/qFhBMbGdYN+Cmc2wdXeBmdLM1iD/sjAqrEMBX1CSMlba9yjpDqbWGoxHycIUCIRyKIETc4cpDPhLBaUffpTcLa1wj84hOD4Cag6OwKUaAyLHx+Hf3gE7o52OJr2Zxf0r8/IR0GfEEKWUbAnyyV2easVSjQKWZSgxtMvvFsN3mpF+e2fgau9Db7+QQQnJnRHDpRIFAsffQz/0DBcnR1w7N8Hls/ibbki6NvAC1YK+oSQTY+CPVkhVWJXicWSQT+29gV1vCCg4s7PwtXRBv/AIIITJ6HpJPyRwxEs/PEj+IeG4O7shGPf3uyC9LVz+lYrVdkjhGxqFOxJWpzJBM5kghqPIyFKUKPp99WvhsFuR8Xn7oSrox2+vgGIU1P6QV8KY/6DP8I/OAR3VyfsjQ3ZB30pmVmQswow2CnoE0I2H9qoTDJijUaYyjzJbXvZJMcBYHA4UHnX57H90GOwN+5BpsSJCVHC3HsfYPrISwienMx+i50GKKEQorOziPv9ULNYm0AIIRsNBXuyKqzBAKPHDVNVZdZ79Y0uJ6oO3oXtjz0K2+5dmYN+QMTcu+/h4pGXIZ46naOgH0Zsdg5xrw9qIrvsgoQQshHQMP4Gs96V+FieX96rnxAlKOEQsMbNm0aPG1u+eDdiix3w9fZDOntOt23cH8Ds20fh6x+Ap6cbws76rGsqKJEIlEgErNkEg92e3b5/QggpYhTsN5BiqsTHcByMLidUmwBZFKHoFMhZDVNZGbbc+0XEFhbgPd6H0PkLum3jXh+uvvU2TOVl8PR0w7qjLuugr0ZjiEVjYE0m8HYbOJMpq/MRQkixoWH8DSRTJb71wvI8jG53Tub0TeXl2Hr/vaj5yp/BWrs9Y9vYwiKu/O4tXP7lrxGenkYuckOpsRjiC4uIzc9Diaz9ywshhBQburPfQIq5El9qTl9N2JAIilmt3jdXVaL6wfsRuXIVvt4+hC9d1m0bnZvHzBu/g7mqEp4DPbDUbMv+Tj+eQNzrA2MQwdvs4K3ZfYkhhJD1Rnf2GwhT5tI5XjyV+FiDIbl6v6IcrDm74XDL1i2o/vKD2PbwQ7BUb8nYNjo7h5nX38TMb15DZGYmq+umaAkZCZ8P0dk5yOFwTkYPCCFkPdCd/S1Y78Vx3G0tK+bsl48XYSW+5Ja9smRynqCYVUY+y7ZqVFd/GZFLl+E93ovo7Jxu28jMVVx+9XVYtlUn7/S3Zv6SsBqaLCPh80MWxWR6Yas169EDQkrJen82kpujYL9KxbA4biNW4uNMJnAVJiiRCBKiCO0mBXL0MAwD6/YaWGq2ITx9Eb7eXkTnFnTbRy7P4PKvfwNr7XZ4erphrqpc60tYpskKEv4AZEkCL9jAWS1gWBocI5tbMXw2kpujYL9KmRbHFfTuvrF+Q/4D4iwWcBYL5HAYsihC0ymQczMMw0Coq4W1djvC5y/Ae7wXsUWvbvvw9EWEpy9C2FEHz4FumMrL1/oSlmmygkQggIQoghesVHSHbGrF8tlIMqNgv0rFvDhuI+GtVnAWyyeldbMJ+vU7YN1Rh9CZs/D29iHuS/93BACh8xcQOn8Btp31cPd0w1TmWeMruIaqJovuSBK4pfz7WRXxIWQDos/GjYE+mVaJKXNBW/ClOV48i+M2CoZJ1p7nrNZk0BdF3ap4qzmXbfcuCDvrIZ0+A19fP+J+/Q8Z6ew5hM6dg7BrFzw9XTC63Wt9GZ9YysqnhMPgrFYY7Ha60yebBn02bgw04bhK3G3pF8EV4+K4jSIV9E1VVTC4nGC4tb8dGZaFvWEPth96FJV3fR4Gp123raYB0ukzuHjkZcwefReJQI7uQJaCfjL/fgCasrZRC0I2Evps3Bjozn6VNuLiuI1ixZ1+KAxZyuJOn2Xh2NsI+57dECen4OsfQEKU0rbVNECcPAXp1GnYGxvg7uqEweHI5qUsnThZdEcJh2h4n5Q8+mzcGOgT6BZs1MVxGwXDMOBtAjjBCiUUSgbpNRa+YTgOjv37YG9sQHDiJHwDA5ClcNq2mqohODEJcXIKjn174e7qBG+zZfNSlk68NLwfCoOzWpJB32DI/ryEFBn6bCx+FOxJ0UkG/eR+djkUgixJgLq2hDYMx8HZ3AT73kYET0zAPzAIWSePv6ZqCIxPIHhyEo79++Du7AAvCNm8lGVKOAIlnCy6w9so/z4hpLAo2JOixbAsDHY7eEGALEmQQ6E1B32W5+FqbYFj314Ex0/ANzgEJZI+pa+mqAiMjkOcOAlH0364OzuyzvufokZjiEdjYAx8MuhbLJSghxCSdxTsSdFjWBYGhyMZ9EOh7IK+wQBXexscTfsRGB2Df2gISjR9dj9VVuAfHkXwxASczU1wtbflLOgnU/H6IQeD4AQhuVefEvQQQvKEgn2JKeW0lQzHfRL0JQlyOJxV0Hd3dlwT9IehxhNp26oJGb7BYQTGxuFsbYGrrQ1clnn/UzRFhRwUl7LyCZSghxCSFxTsS8hmSVvJcBwMTid4my2ZkU8KrXkhH2cywdPdBWdzM/zDIwiMjEDVSemrJmT4+gcRHBuHs60VrtYWsEZjNi/lmpNrKxP0CAIt5iOE5AyNG5aQYqx3n08Mx8Fgt8O8pQoGZ3b79DmzCWW39aDua0/A3dkO1qD/PViJxeE93ocL//MCfAODUBPpRwTWZGkFf2xuHnGvL6sCQoQQkkJ39iVks6atzOWWPc5iQdmnboOztQX+wSEEx09A1Unpq0TjWPz4OPzDI3B3tMPRtD+nd+NKJAIlEgFrMiVfn9mcs3MTQjYXurMvIRuh3n0+pbbsmasqwdvtALv2Ve681Yry2z+D2icfh7OlKeOogRKJYuGjjzH9wovwj4xClddW2U+PGoshvuhFdHYOcigETVvbOgVCyOZFwb6EUNrKpOTqfTvMlZXgbQKQxc42XhBQccdnUffk43A27QOT4QuEHI5g4Y8fYfoXLyIwNp7zdLmaLCPhDyB6dTZZLniNoxeEkM2HhvGvsdFXslPaypVWLORL7dNf400xb7Oh4nN3wtXZAV9fP8TJKWg6OwFkKYz5D/4I/+AQ3F2dsDc25HaFvZpawR9aWsFvpRX8hJCMKNgvKZWV7JS28kbXBv2EKEEJrz3oG+x2VH7h83B3dsDb1w9p6hT0RtUTooS59z6Ab3AQ7q4u2Bv25HYvvapCFkXIIdq2RwjJjIbxl2y2leybEcNxMLqcMFdVgROyG943OJ2oOngXth96FPY9u5ApCV4iIGLu3fdw8cjLEKdO5X74fWnbXnRuDokAVdsjhNyI7uyXFOtK9o0+tVCMUkFfs2d/p290u1F1z92wu0RXAAAgAElEQVRwdXbC19sH6ew53bZxfwCz77wLX/8APAd6IOysz22qXFWDLCUzDPKCAN5mozt9QggACvbLmDIXtAVfmuPrt5K9VKYWilUq6Ks2AbIoQtEpkLMapjIPttz7RcQWFuA93ofQ+Qu6beM+P66+9TZM5WXw9HTDuqMut0Ffw3LQpxK7hBCAhvGXFeNKdppaKAyW52F0u2GqrACbZRpcU3k5tt5/L2q+8mewOJzQrs5Du3QV2tV5ILLyy0RsYRFXfvcWLv/yVwhdmM79lrrlBD1ziPt8uU3+QwjZUOjr/pJiXMlerFMLpYo1GGAqK4MSi0EOilllrzOE46hImBDdsgOBxauIhiVoC34w5QCuK6YTnVvAlTd/B3NVJTwHemCp2ZbzO/1PSuyaYbDbcpfmlxCyIVCwv0axrWQvxqmFzYAzmcBVmKBEIkgERWhrSJKjDk8CAMwWAeaaXYiGJfgXryIWlMDoVM6Lzs5h5vU3Yanekgz61dVZvY60/YpGEYtGk1n57DZwptwU9CGEFDcaxi9ixTi1sJlwFgvMVZUwuF1g+Ftb6Kb5xRWPzVYbqmp2obJqB8xVlRmfG5m5isuvvo7Lv3kdkStXb7nfq6HGYogvLCI2Pw8lGs3LNQghxYPu7ItYMU4tbEa81QrOYoESCiMhiqvKu8+47NB8wZXHGAbWbVvh+PJdiFy8CO/xPkTn5nXPEbk8g8u//g2stTXwHOiBuTLzl4S1UOMJxBe9YAw8eJsdvDX9qAMhZGOjYF/kim1qYbNaLrZjtSytdJcAnQx6AMC2NUJ5r/fG462NyaBfWwvL9u0In78Ab28fYguLuucKT19CePoShB118Bzohqm8PCev6VpaQkbC54Msikuv05rbdQOEkHVFwZ6QW5DKu88L1owpeLn6GgCAOjIJzS+BcdnAtjYuHweSXyCE+h2w7qhD6Ow5eI/3Iu5LvygTAELnLyB0/gJsO+vh7umCqaws1y9vOf++LEngBRs4gYI+IaWAgj0ha7AiBW8wmHaPPldfsyK4656LYWDbtRNC/Q5IZ87C19uHuF9/x4V09hxC585B2LULnu4uGD3ubF5KWpqsIBEIQJZE8DY7BX1CNjgK9oRkgeE4GN1uqDYbEkERahaL3RiWhX3Pbth27YR06hS8ff1IBMS0bTUNkE6fQejMGdga9sDd1QWjK/e7NDRFvSbo28AJAgV9QjYgCvakJBU6zXByj74nJ3v0GZaFvbERtt27IU6dgq+vHwlRSttW0wBx8hSkU6dhb2iAu7sTBodjzdfWkwz6QSRECbxtqehOLov6EELyioI9KTnrmWZ4eY9+NIpEMAgtcet79FMYjoNj317YG/YgePIkfP0DkKVw2raaqiF4chLi1BQc+/bC3dUJ3mZb87V1LZfXpUp7hGwkFOxJycmUZrhQOxs4sxmc2Qw5HIYsitDktVeiYzgOzqYm2BsbETwxAf/AIGSdPP6aqiEwPoHgyUk49u+Du7MDvCCs+dq6lirtyZIEzirAYKeiO4QUMwr2pOQUU5rhtezR18PyPFytLXDs24vg+An4BoegRNKvEdAUFYHRcYgTJ+Fo2g93Zwc4ncx9WdEAJRSCEqaiO4QUM91/la+++mrGJz7yyCM57wwhuVBsaYZX7NEPhSBLmffo3wxrMMDV3gZH034ERsfgHxqGEo2lbavKCvzDowiemICzuQmu9rY8Bv0wlFAYnNWSDPoGQ+6vQwhZE91gf+zYsRuOJRIJvPXWWxAE4abBXlVVfOc738Hk5CSMRiO++93voq6ubvnn77//Pn784x8DAPbv349vf/vbtMqX5AR3W8uKOfvl4+ucZphhWRjsdvDWzHv0V4s1GODu7ICzuQn+kVEEhkegxNIvDFQTMnyDwwiMjcPZ2gpXWyu4LCv86UkV3eEsFvB2CvqEFAPdYP/9739/xePx8XE8/fTTuPPOO/HP//zPNz3xO++8g3g8jpdeeglDQ0N45pln8JOf/AQAIEkS/u3f/g0/+9nP4PF48NOf/hQ+nw8ejyfLl0NI8acZTu3R5wQBsiim3aN/K1ijEZ7uLjibmxEYGYF/ZBRqPH05WzUhw9c/gODYGJxtrXC2NOetGI4SiUCJUNAnpBjcdHJNlmU899xzeOWVV/D000/jwQcfXNWJ+/v7cccddwAA2tvbMTY2tvyzwcFBNDQ04F//9V9x8eJFfPWrX6VAT3JqI6QZZnn+mj36Qag6Q/GrxZlN8BzogbO1Bf6hYQRGx6Dq7AZQYnF4j/chMDICV3s7nC3NeQvGFPQJWX8Zg/2JEyfwj//4j6irq8Orr76K8lvIyS1JEmzXbP3hOA6yLIPnefh8Phw7dgyvvvoqrFYrnnzySbS3t6O+Xv/D+dlnn8Vzzz236usTslEk9+iXLe3RD+rela8WZzaj7FO3wdXWCt/AEILj41B1dgMo0TgWPz4O//AI3B3tcDTtz3vQZ81mGOw2sEZjXq5DCLmRbrD/0Y9+hP/+7//GN7/5TTz00EOIx+OYmZlZ/nn1TWpt22w2hEKh5ceqqoJfWqXrcrnQ0tKCiooKAEB3dzcmJiYyBvvDhw/j8OHDK45dunQJBw8ezNgPQjaK5B79CiiRCBJBEZq89j36QLJEb/ntn4arvRX+wSEExk9AU9LvBlAiUSx89DH8Q8NwdXbAsX9f3lbVq9EoYtEoWJMJvN2Wt2kEQsgndP81v/baa3C73XjppZfw8ssvQ9M+WUnEMAyOHj2a8cSdnZ34wx/+gPvvvx9DQ0NoaGhY/llzczOmpqbg9XrhcDgwPDyMRx99NAcvh5CNj7NYwFksOdmjDwC8IKD8s7fD1d6WnK+fOAlNZzeAHI5g4Y8fwT80BHdnJxz79uZt/7waiyEei4E1GpKpePOxS4AQAiBDsH/33XezOvE999yDDz/8EIcOHYKmafje976H559/HrW1tTh48CC+9a1v4S/+4i8AAPfee++KLwOEkGv36IeS6XKz2KMPALzNhorP3QlXZwd8ff0QJ6f0g74UxvwHf4R/cAjurk7YGxvyF/TjCcS9PjC8mLzTt1hoZw4hOcZo196yX+Oxxx7DSy+9VOj+3JLUMP7Ro0dRU3Pz6mKEbFSaqkIWxay3610rEQjA29cPaeoU0n8KfMLgtMPd1QV7w56858RneC55p2+lSnuEXG+tcU/3X20slt3KYEJI7jAsC4PTCXNVFThrboa7DU4nqg7ehe2HHoV9zy5kiquJgIi5d9/DxSMvQ5w6BS3LUYZMNFlBwh9AbHYWsiTl9VqEbBa6w/iBQCBjFj3KoEdI4a0sqZv9dj0AMLrdqLrnbrg6O+Hr7YN09pxu27g/gNl33oWvfwCenm4Iu3bm7e77k0p7IvilVLyUf5+QtdEN9uFwOG0WvRQK9oSsn1xv1wMAU5kHW+79ImILC/D29iF07oJu27jPj6u/fwemMg88B7ph3bEjf0PuqgZZCkEOhcCZaa8+IWuhG+yrq6tvyKJHCCkuud6uBwCm8nJsve9eROfm4D3eh/D0Rd22sUUvrvzu9zBXlsPd3Q1rXW3+gr52zV592rZHyC3RDfY66/YIIUWIs1jAms05qa6XYq6sRPWD9yN69Sq8vX0IX7ys2zY6t4Arv/1fmKsq4TnQA0vNtrwurktt22MM/PK2PVrMR4g+3WD/gx/8oJD9IIRkaUV1PSlZaz4XK/fNW7ag+qEHEZmZgfd4HyIzV3TbRmfnMPP6m7Bs3QJ3TzesNduy70AGWkJGwueHHAyCEwTwgpD33QKEbES6wZ5hGBw6dAinTp1Ce3s7/uVf/uWmWfMIIeuPYVkYHA5wVisSgUBOFvEBgKW6GtUPP4TIpcvwHu9FdHZOt23kylVEXnsDlm3VyTv9rVty0gc9mqJCDoqQJSmZn0AQoJ25COXYKLRFP5gyF7jbiqcYEiGFpvsV+Nvf/jYefPBBHDlyBM3NzXjmmWcK2S9CSJZYnoeprAzGMg+YHKW+ZRgG1u012Pb/HkH1g/fBXFmRsX3k8gwu//o3mHn9TURnZ3PSh4yWFvOFPx5A+Fe/hzK3AGgatAUf5Dc/gDKpv9OAkFKm+wkgSRK+9rWvAQD+7u/+Dg888EDBOkUIyR3ObAZrMuV0Pp9hGFhra2HZvh3h8xfg7e1DbGFRt3344iWEL16CsKMWngM9MN1CUa21UIcnoSky4ooMluXAGQzgOB7K8VG6uyebkm6w56+7EzDQVhdCNqwV8/mhUHI+XydV7q2eV6jfAeuOOoTOnoO3tw9xr0+3fej8NELnp2HbuQPunm6Yysqy7kM6ml9c/n9VVaDGFMgsC35OBdXaI5vRqlfj00pXQjY+hmVhsNvBW63JoB8K5Szo23bthLCzHtLpM/D19iHuD+i2l86eR+jceQi7dsHT3QWjx511H1b0x2WH5guuOKapKmQLj9j8PHi7HZzZnNNrElLMdIP9xMQE9u3bt/xY0zTs27cPmqaBYRhMTEwUpIOEkNxjOA4GhwO8IOQ86Nv37IZt105Ip07D29ePRCCYtq2mAdLpMwidOQNbwx54urtgcDqz7gMAsG2NUN7rvfF4a2Oy8M6id3nbHm+15uSahBQz3WB/8uTJQvaDELIO8hb0WRb2xgbYdu+COHUKvr7+ZOW+NDQNECdPQTp1GvaGBri7O2FwOLK6PlefLBCijkxC80tgXDawrY3Lx4Frtu2JInjBBk6gwjukdOkG+8OHD+PZZ58tZF8IIetkRdCXpJxV12M4Do59e2Fv2IPgyZPw9Q9AlsJp22qqhuDJSYhTU3Ds2wt3Vyd4m23N1+bqa1YEdz2arCARCCRz8NsE8FYr5eAnJUc32F+8qJ8ikxBSmhiOg8HpBG+zISGKUMLhnAV9Z1MT7I2NCJ6YgH9gEHI4kratpmoIjE8geHISjn374O7qAC8I2XfiZtSVe/Wp8A4pJRkL4fT19emmze3p6clbpwgh64vhOBhdLqiCkLPqekBy77+rtQWOfXsRHD8B3+AQlEg0bVtNUREYG0dwYgLO5ia4OtoLM79+beGdpaDP5ihPASHrRfcdPD8/j//8z/9MG+wZhsHPfvazvHaMELL+lqvrRaNIBII5KbSTOq+rvQ2Opv0IjI7BPzQMRecLhaao8A+PIjh+As6WZrja28BZLDnpR0YaoITCUEJhcBaqtkc2Nt1gX1dXRwGdEALg2sQ8oaXEPLkplMUaDHB3dsDZ3AT/yCgCwyNQYvG0bVVZgW9wGIGxcThbW+Bqay3Y9rnlantmU7LwDlXbIxsMjU0RQlYlmZgnWWEuIUpQwrlZxAcArNEIT3cXnM3NCIyMwD8yCjWeSNtWTcjw9Q8iMDoGV1srnK0tBQu+ajSGeDQG1mgAJ9jAWwswwkBIDugG+7//+78vZD8IIRtEcj7fCVWwIhEUoUbTz7mvBWc2wXOgB87WFviHhhEYHYOaSD91oMYT8Pb2IzA6CldbG5wtzWCNhcmPp8YTUOM+yGIQvCCAs1qp2h4parrvzs9+9rP45S9/iZGRkeVjP/zhD/HKK68UpGOEkOKWnM/3wFheBsaQ20FCzmxG2aduQ93XnoCrrRUsr78qXonGsXisFxdeeBG+wSGoifQjAvmQ3LYXRHR2FolgEJqiFOzahNwK3WD/85//HEeOHIHtmn2ud955J1588UX84he/KEjnCCHFjzOZYKqogMHpANjcJqXhLBaU3/5p1D75OFytzWA4/btnJRLF4p+OYfqFF+EfHoGao8WEq6JqkEUJ0dlZxH2+gn7hIGQ1dP/lvPLKK3j++eexc+fO5WM9PT346U9/iiNHjhSkc4SQjSE1n2+urASXh3lsXhBQ/tnbUffk43A2788Y9OVwBAsf/gnTL7yIwNh4Ye+2NUAJRxCbm0dsfgFKJH0uAUIKTfdfDMuyK+7qUzweD1iamyKEpMFwHIxuN0yVFWDzsGiOt9lQcecdqH3iEBz7GsFkGEmQQ2HMf/BHTP/iCIInJgo+xK7G44h7fYjOzkKWQtByUFqYkLXSjdocx2Fx8cb61AsLC1BoXooQkgFrMMBUXgZjeRlYY+73phvsdlR+4fOoffwx2Bv3IFNK+4QoYe69DzD94ksInpwseNBNpeOleX2ynnSD/de+9jX85V/+JT7++GMEg0HEYjH09fXhr//6r3Ho0KFC9pEQskEtz+e73RmH3tfK4HSi6uBd2H7oUdj37Moc9IMi5t59DxePvAxx6lTh77RpXp+sI90ltI888ghisRj+6Z/+CVeuXAEA1NbW4qmnnsKBAwcK1kFCyMbHWy3gLGbIogRZEnO2Pz/F6Haj6p674ershK+vD9KZc7pt4/4AZt95F77+AXh6uiHs2lnYandL8/pKOALWZAJvEwqWHIhsXoyml/z+Gj6fD5qm4eOPP8aLL76IsbExDA4OFqJ/GV26dAkHDx7E0aNHUVNz8+pWhJD1pynJ7Wr5XLwWW1iAt7cPoXMXbtrWVOaB50A3rDt2rFuJW4bnk0HfSmV2SWZrjXs33Rx78eJFvPzyy/jVr36FQCCAb37zm/iP//iPrDpLCNm8GI6D0eOGErMiEQhA00makw1TeTm23ncvonNz8PX2IXRBv4pnbNGLK7/7PUwV5fD0dMNaV1vwgKvJMhL+ABJBEbwggBeozC7JLd1JtLfffhtPPfUUvvrVr8Lv9+MHP/gBKisr8Td/8zfweDyF7CMhpARxJhPMlZUwuJxAnnb4mCsrsfWB+1Hz/x6Gdfu2jG1j8wu48tv/xeVfvYrwxYu6FT/zSlUhi2JyXt/vp3l9kjO6d/aHDx/Gfffdh5deegl1dXUAQMNLhJCc4wUBnMUCWRQhh3KXb/9a5i1bUP3Qg4jMzMB7vA+RmSu6baOzc5h5/bewbN0Cd083rDWZvyTkxTUV96j4DskF3WD/2muv4Ve/+hWeeOIJbNu2DQ888ABtuSOE5AXDsjA4neCsViSCQag65W6zZamuRvXDDyFy+TK8x/sQvTqr2zZy5Soir70By7ZqeA70wLJ1S176dDOp4juMgV8uREQ3XuRW6Y6dNTQ04Omnn8b777+Pb3zjGzh27BgWFhbwjW98A++//34h+0gI2SSS+fbLYCzzgMmQDz8bDMPAWlODbX/2MKofvA/myoqM7SOXZ3D517/BzBtvIjo7l5c+rYaWkJHw+RG9Svv1ya276QI9nudx99134+6774bX68Wrr76KH/7wh/jc5z5XiP4RQjYhzmwGazJBCYWQECUgD3viGYaBtbYWlu3bET5/Ad7ePsQWbkwklhKevoTw9CUIO2rh6emGqSLzl4S8UdWlLYwSOIsFvM0G1pD7xEWktNxSqSqPx4Ovf/3r+PrXv56v/hBCCIBP8u1zFgtkScp6Pl85dwnq8CQ0vwjGZQfb1giuvgYMw0Co3wHrjjqEzp6Dt7cPca9P9zyh89MInZ+GbecOuHu6YSorW3unsnHtfn2a1yc3kdu6lIQQkmMMxyXn8wUBclBc0/585dwlKO/1Lj/WfMHlx1x9cq8ywzCw7doJYWc9pNNn4OvtQ9wf0D2ndPY8pLPnYdu9E57ubhg97lvuV66k5vVZowGcYAOfh2JEZGOjYE8I2RBYnofR44YaF5AIBKHG46t+rjo8mf74yORysE9hGAb2Pbth27UT0qnT8Pb1IxEI6p5bOn0WoTNnYduzG+7ubhhdzlX3K9fUeAJq3AdZDIIXbOCsFjBUuIyAgj0hZINhjUaYKsqhRCJIBEVoq6hbr/lFneOS7nMYloW9sQG23bsgTp2Cr68/uX4g3Xk0QJw6Den0GdgbGuDu6oTB6VjdC8qDVPGdhBhcStIjUJKeTY6CPSFkQ+IsFrBm89IiPhFQ9Sf0GZcdmu/Gu3PGdWMZ7xvacBwc+/bC3rAHwZMn4esfgCyF07bVVA3Bk5MQp6Zg39uYDPp2++pfVK4tFd+hxXyEgj0hZMO6dhFfpnz7bFvjijn75eOtjau/FsfB2dQEe2Mjgicm4B8YhBxOfz1N1RA8cRLi5BQc+/bC3dkJ3ias+lo5R8V3Nj0K9oSQDW9Fvn1/4Iah/dS8vDoyCc0vgXHZwLY23jBfvxosz8PV2gLH/n0Ijo3DNzgEJRJN21ZTVATGTiA4cRLO5ia4OtrBW623/gJzSI3FEI/FqPjOJkPBnhBSMjiTCWxlRdr9+Vx9zZqCux6W5+Fqb4OjaT8Co2PwDw1D0cn8pykq/MOjCI6fgLOlGa72NnCW9V0xT8V3NhcK9oSQkrI8tG+1JvfnS1Je8u2nsAYD3J0dcDY3wT8yisDwCJRY+p0CqqzANziMwNg4nK0tcLW1rv9w+lLxHVkSwVmt4AWB5vVLEAV7QkhJYlgWBocDvCAgEQxC0ZlfzxXWaISnuwvOlmYEhkfgHxmFGk9ftU5NyPD1DyIwOgZXWyucrS3rnxCHiu+UNAr2hJCSxnAcjG43VJstr0V2UjiTCZ4DPXC2tsA/NIzA6BjURPrtgWo8AW9vPwIjo3C1t8HZ0gzWaMxr/1aDiu+UHsq2QAjZFJaL7JSXgTXmf5iaM5tR9qnbUPe1J+BqbwWbobCPEotj8VgvLrzwInyDQ0VTxz5VfCc2OwtZkqDloUYBKQwK9oSQTYUzmWCqqIDB7QIKkF2Os1hQ/plPo/bJx+FqbQbD6V9TiUSx+KdjmH7hRfiHR6CuImFQIWiKikQgiOjsLBKBQNH0i6xe3obxVVXFd77zHUxOTsJoNOK73/0u6urqbmjzjW98AwcPHsTjjz+er64QUjKUyXNQjo1CW/SDKXOBu60FXGP9endrQ+KtVnBmMxJBEUoolP/rCQLKP3s7XO1t8A0MIjhxEpqS/k5ZDkew8OGf4B8ahruzA479+4pjpbyqQZZCkKXQUpIeoSimHcjN5e1r7TvvvIN4PI6XXnoJ3/rWt/DMM8/c0OZHP/oRAgH9QhOEkE8ok+cgv/kBtAUfoGnQFnyQ3/wAyuS59e7ahsWwLIwuJ0yVFWALtBiNt9lQcecdqH3iEBz79oJh9efC5VAY8//3IS688CIC4yeKqoa9EokgNr+A2PzCmooTkcLKW7Dv7+/HHXfcAQBob2/H2NjYip//7//+LxiGwZ133pmvLhBSUpRjo+mPH09/nKweazDAVF4GY5kHDF+YdcsGux2VX/gcah9/DI69Dci0/k2WQph///8w/eJLCJ48WVRz52o8jrjXh+jsLGQpVFR9I5/IW7CXJAk22yd5pzmOg7w0zzM1NYU33ngDf/u3f7vq8z377LNobGxc8d/Bgwdz3m9CipW26Nc5TqNjucKZzTBXVcLgchZkPh8ADE4nKu/6ArY//hjse3ZnDPqJoIi5d9/HxSMvQ5w6VVSBNVV8Jzo7h0QwWFSjECSPc/Y2mw2ha+bBVFUFv/SN+dVXX8Xs7Cz+/M//HJcvX4bBYMC2bdsy3uUfPnwYhw8fXnHs0qVLFPDJpsGUuZJD+DccX7+SqqWKFwRwFksy2UwolNekPClGlwtV9xyEu6sD3t4+SGf0p2fi/gBm33kXvv4BeHq6IezaWTxb41SViu8UobwF+87OTvzhD3/A/fffj6GhITQ0NCz/7B/+4R+W///ZZ59FeXk5DecTchPcbS2Q3/zgxuMHWtahN6WPYVkYnE5wVisSgSDUWH7356cYPR5s+dIXEVtYgLe3D6FzF3Tbxn1+XP39OzCVeeA50A3rjh3FE/SvLb5jNsFgt9NivnWUt2B/zz334MMPP8ShQ4egaRq+973v4fnnn0dtbS3djROyBqlV98rxUWiLATBlTnAHaDV+vqXm85VIJDk8LRdmeNpUXo6t992L6NwcvMf7EJ6+qNs2tujFld/9HqaKcnh6umGtqy2eoI9kkp5YNAbWaARvt61LiuDNvpOF0TStAANU+ZEaxj969ChqanJX4IIQQtLRNO2TfPtqYT86o1evwtvbh/DFyzdta66qhOdANyw1NUUV9FOSmfns4K2FKQaU2slyPf6BOzdcwF9r3KOkOoQQskoMw8Bgt8NcWQmuQIEqxbxlC6ofehDbHnkIluqtGdtGZ+cw8/pvMfPqawhfuvmXg0JLZubzITo7BzkUQr7vOWknCwV7Qgi5Zal8+6aK8oKk3r2Wpboa1Q8/hOovPwjzlqqMbSNXrmLmtTdw+TevI3LlSoF6uHqpMrvRq7NIBMW8reCnnSxUCIcQQtaMNRphqqiAHAohERSBAm2FYxgG1pptsGyrRuTiJXiP9yI6N6/bPnJ5Bpd//Rqs22vgOdANc1XmLwkFl+cyu7SThYI9IYRkjReEZOpdUSpI6t0UhmFgrd0Oy/YahC9cgPd4H2ILi7rtwxcvIXzxEoQdtXB3d8NcWVGwvq7KtWV2TSbwNiEni/loJwsFe0IIyQmG42B0OaEKViT8AajxeOGuzTAQduyAta4OobPn4OvrQ2zxxjvZlND5aYTOT0Oo3wHPgW6YysoK1tfVUmMxxGMxMDyX/DJltYJZY6Ij2slCwZ4QQnKKNRhgqiiHHA5DDgZ1i93kA8MwsO3aCWFnPUJnzsLb24e4L/18NQCEzp1H6Nx52HbvhKe7G0aPu2B9Xa1kZr4gEsFgVkP8XGP9pgru16NgTwjZlPK97zpVVa+QWfhSGIaBbfcuCDvrIZ06DW9fPxKBoG576fRZhM6chW33brh7umB0uQrX2dW6fohfsIKzFHZHxEZGwZ4Qsulcv+86VUEQQE4D/nIWPkGAHBQLXh2OYVnYGxtg27Mb4tQUfL39SIhS2raaBoinTkM6fRr2xga4u7pgcDoK2t/V+mSIPwhesIGzWtY8xL9ZULAnhGw6mfZd52Ool+V5GD1uqHEBiaBYsNS7KQzLwrF3L+x79iB4chK+/gHIUvqFhJoGBE9OQZw6BXtjI9zdnTDY7QXt72qliu8kRBG8kBziZzhuvbtVlCjYE0I2nfXad62duwzm2Ci0uQUoghlMyxdjfLoAAB8GSURBVG5w9YXL/slwHJxN++HY24jgiQn4BgYhh8Lp+6pqCE6chDg1Bce+vXB3doK3CQXr6y25tviO2QLeJlAe/utQsCeEbDrrse/62qkDjuXAhuNQPhqByjJg67bl7brpMBwHZ0sz7Pv2Ijh+Ar6BQSiRaNq2mqIiMHYCwYmTcDbth6uzA7zVWtD+rpoGKJEIlEgErNEATrCBs5iLMmVwodEkByFk0+FuS7+/Op/7rq+fOmAYBjxvAH96BrzdBqxDPGJ5Hq62VtR97QmUffo2cGaTbltNUeEfGcP0//wCi3/6uODrD26VGk8g4fMhNjuLhJi/7HwbBd3ZE0I2nfXYd603dQBvEAaH45NSutH0d9j5xBoMcHe0w9m0H/6RUQSGR6DE0ucJUGUFvsFhBMbG4Wxphqu9bV2q2K2WpqiQgyJkMT/Z+TYKCvaEkE2p0PuubzZ1wPI8TGUeKLEYEoEAtIRcsL6lsEYjPN1dcLY0IzAyCv/wCNR4Im1bNSHDNzCEwNg4XG2tcLa2gDPpjwysu2u37hmNyex8m2jrHgV7QggpgNWmbOVMJnCVleuSlOfaPnh6uuFsaYZ/eASBkVGoOl8+1HgC3t5+BEZG4Wpvg7OluegXx6nxOOLe+NLWveyy82WS71wOt4KCPSGEFMCtTh0sJ+WRkqvMC5mUJ4Uzm1F22wG4WlvgGxxCcGwcqpx+7luJxbF4rBf+4RG4OtrhbG4q+uHy5ex8ogjOYgUvWHPW50LlclgtCvaEEFIgtzp1wLDsus/nAwBnsaD8M5+Gq60V/sEhBMZP6I44KNEYFv90DP6hYbg7O+Bo2g+WL/JQo2pQQiEooRBYs2m5sFE2Cp3L4WaK/G+AELIRFdPwZb4U8jVeO58vB4O68+j5xgsCyj97O1ztbfANDCI4cVI/6EeiWPjwT58E/f37NkTCGzUaQzwaA8PzS0P8a8vOpy36gWgcWigCyDLA82AES95zOeihYE8IyaliG77Mh/V6jZzJBK6iYl3n8wGAt9lQcecdcHW0w9c3AHFyEpqafp5BDoUx/38fwjc4BHdXJxx7GzdE0NdkeSk7XzA5pSIItzZCYTRAu7rwyWNZhhYQwThtue/sKtA+e0JITmUaviwV6/0aeasVpqoq8I7/v717D46qvv8G/j579n7Jbu6EQGIEA0IIIQRoH36U1sAPQX18DJJQMNPO6LQOlc6onbZDO0qZDoO0+nSEXoaxgy2PF0B5KKLVqkQFfDQECCFAQBBDEiAEctlLkt09u+f5I2QlsLu57T3v1z9kv+d7zn72S+Cz53u+FxOgiN6CMSqTCRk/WIicH1YgaWo+gq1dI9kdaPv0IC69/iasDQ2QvdH5ojJsXhmS3QFn6zU4b9yAZ6iPUqIwxiIYJnsiCqloLUUbSbHwGQVBgMpkgjYjA6LBEJVFefqpzGZk3PcDTPxhBUz3TA6a9N02O64d+BSX3tgJ29lz8ZP0cbOL/0Y7eoeyUI/bDZiNgPJmL4ZS7HsdhSmVAJM9EYWYkOp/e9RwLkUbabH0GQVRhNpihiY9HYooL26jtliQubgUEytWwDj57qB13V1WtH5chaadu2E/fx6yHGO3wkHIkgeS1Ybe1lY4b7T7vdsXUi0QtJq+PzNTb3kdnX8HTPZEFFLRWIo20mLxMypUKmhSU6BOS4VCHd0pb+qUFIz778WYWL4chrzcoHVdHZ24+p+P0bxrN+wXvo6rpA8Z8Pb2+r3bj7XfEQ7QI6KQisZStMDoR8fffr4wPh3y5Ta/14vWZxySby737azX2gaPUQthxj0R3VnvVpq0NGQtvR+919rQceQIHI1NAes6b3Tg6gcfQpOWipS5JdDn5sbVBjb9d/uSzQZRp4MyLxuKwnx4Pq8FunsBvRbi/yjiojpElDgivRTtaEfH33F+cyu8p84DZiMErcbv9SL9GYdiwM56ohKKbjc8h0/AKwhQ3BXZnfVupc1IR9YDy9Db2or26iPobmoJWNd5/QauvPcBtJnpSJkzB7qJE+Iq6UMGPN09cJ36Ct7qWii1aigMOgiCAG/dOXgmjovK7w278Yko7o12dPzt58uOmzu6OQbu7Dbc0faesxfh+uc+OP/3P+H65z54zl4c1vnD5XdnPZUaygstEA3R35ZWm5mJ8Q89iOz/9T+hG58VtG5vaxsu738PLf/3X+huDvzlIFZ5T5yF7PXC7eqFq7cbktsFWZajNiuFd/ZEFPdGOzr+jvOlmyOmb1sadjij7aMxFz/wzno2qC0WeA2GvpX4nM6wvP9Q6cZnYfzDD6Gn5TLaq4+g92prwLq9V1txed9+6LKz+u70B/mSECvkTtu3P8syJLcLkuSCeEWCUpIivqog7+yJKO6NdnT8Hef3/0esFG+rN/SR1NGYiz9YOyhUKmjSUqFKToYgRve/f0EQoJ+QjexHHsb4B5dBm5ketH5PyxW07N2Hy+/sR29r4C8HsUKwmO4slAGvUXNzzn47PBH80sVkT0Rxb7Qjn28/XzDc3PrUMHAL1OGMpI7GXPyhtoNSr4MmIwNKY3Tn5wM3k37ORGSXPYKsZfdDk5YatH53Uwua396LK+++h95r1yIU5fApZk7xX17YV+7t7YXr+g0429ogdff4rRtK7MYnorg32tHxd5w/MROKuQWQr7SNeLT9YPvXh8Nw2kFQKKAym7/dZCfKXfuCIMBwVy70uTlwXPwGHUdq4LzRHrC+o7EJjsYmGPJykTKnBJq0tAhGO7j+GRDeurOQO+0QLEYoCqfcMTPC63LD6+qAZAvvdrtM9kSUEEY7Oj7Uo+uHun99qA33c/R37UvdPZCsXVFbb7+fIAgw3p0HQ95dcFz4Gu1HauDqCDAWAYDjYiMcFxthnHw3UkpmQ52SErlgByHmTRjytMdbt9sd0Vr8g2CyJyIKg5iei++HUq+DqNVAstkgORxRX9tdEAQYJ0+C4e482M9fQPuRGri7rAHr289/DceFr2GcPBnJc2ZDbfE/fiHm3VyLX7I7+ubrGw1QqNWjviyTPRFRmMTiXPxgYq1rvz8mU/49ME6eBNu5c+g4chRum91vXVkGbF+dh/38eRjz70FKyWyozPG7TLOnpweenh4o1GoojQaIOt3gJwXAZE9ERAPEWtc+0Jf0k6ZOhemee2BtOIuOo8cg2R1+68oyYDv7FexfnYdpyhQklxRDZfIzOj5OeF0uuNpdEJRWeEY4mI/JnoiI/Iq1rn2gb+Mf8/RpSJo6BdbTZ9Bx7DgkR7ffurJXhvVMA2znziHp3qlILi7um4EQp2TJA7fNNnhFP5jsiYgooFjs2gduJv0ZBTDdOxXWU6fRcew4PD3+95qXPV501Z+G9UwDzNOnwVI8C0p99FcUjCQmeyIiGlQsdu0DgEKphGVmIZKm3Yuu+lPoPF4LT6//LySyx4vOunpYT59BUsF0JM8qGtVz8HjCZE9EREOm1Osg6rR9Xft2e0x07QN9X0aSZxXBPH0auk7Wo7P2BDxOl9+6XsmDzto6WE+dhnlGASxFMyFqtRGOOLKY7ImIaFgEQYAqKQmiXg/JaoOnJ/wrwA2VQq1G8uxiJBVMR1fdSXSeqIPX5fZb1+uW0HGsFl31p2ApnAHzzEKIGk2EI44MJnsiIj9u39/+1v3sqY9CqYQ6JRkepx6S1RowqUaDqNEgZU4JzDMK0HmiDl11J+F1S37rel1utNccQ9fJephnFsJSOCMkc9tjCZM9EdFtorFjXTwTNRqI6emQurshWa0x8zwfAEStFqnz5sJSOAOdtSfQdbIe3tt2M+zncbrQXl2DrrqTsBTNhHlGARQqVYQjDg9uhENEdJto7FiXCJR6fd8GOyZT1DfYuZ2o0yH1u99BzmOrYCksCLrrn6fXiRtfVKPx/7ze9xhA8t8jEE+Y7ImIbhONHesShaBQQJVkgjYzMyZHuiv1eqT913zkrl4Fc8G04Em/pxfXD/8/XHrtDXSdrIfs8d8jEA+Y7ImIbjPYvvA0OEEUoU5JhiY9DQp17HWFK40GpH9vAXJWrUTStKkQFIG7IiRHN9oOHkbja2+g69TpuEz6TPZERLcZ6r7wNDiFWg1NejpUyclB76KjRWUyIeP7C5Hzw5VImpoPIcjjB8nuQNunB3Hp9TdhPdMA2Rs7YxMGwwF6RES3idSOdWNpxP+38/PtkBx2wBsjE/RvUpmTkHHfD2ApnoWOmqOwf3UecoAQ3TY7rlV9io5jx5FSMhvGeyaHZQ/6UGKyJyLyI9w71o3FEf998/NNUBr0cFtHvqlLOKktFmQuKkVycTHaa2pgP/91wLruLitaP67qS/pzZsMwaRKEYF0DURS2ZO/1erF+/XqcPXsWarUav//975Gbm+s7/uqrr+Ldd98FACxcuBBPPfVUuEIhIoo5wUb8J2qy7yeIItTJyfAaDH3r7bv8r3QXTeqUZIz778Vwzr6B9uoaOC5+E7Cuq6MTV//zMTSpx5BcUgLD3Xkxl/TD1u/w0UcfweVyYefOnXj22WexadMm37Gmpibs27cPb775Jnbu3IlDhw6hoaEhXKEQEcUcjvjvf56f1vc8XylGOxy/NKmpyFq6BBMeLYPhrpygdZ03OnD1gw/RvPttOL75BnKg5wBRELY7+6NHj2LBggUAgKKiItTX1/uOjRs3Dq+88gpEse8vV5IkaBJ0iUIiIn+EVAvk6x1+ysfeiH/f83y7vW+9/Rh7ng8A2ox0ZC1bit7WVrRX16C7qTlgXef1G7jy3gfQZqQjZW4JdBMnRv1OP2zJ3m63w2g0+l6LoghJkqBUKqFSqZCSkgJZlrF582ZMmzYNeXnBu622bNmCrVu3hitcIqKIEufNGPDM3lc+Rkf8C4IAlckEpV4Pt80GT4A96qNNm5mJ8Q89gJ4rV9BeXYOelssB6/Zea8Pl/f+GdlxmX9LPzo5a0g9bsjcajXA4HL7XXq8XSuW3b+d0OrFu3ToYDAY8//zzg15v7dq1WLt27YCy5uZmlJaWhi5oIqIIidSI/3gjiCLUFsu3z/Od/rerjTZdVhayH34I3c0t6DhSg54rVwPW7b3aisv73oVufBZS5s6BbnxWBCPtE7ZkX1xcjKqqKixbtgy1tbXIz8/3HZNlGWvWrMG8efPwk5/8JFwhEBHFtHCP+I9nCpUKmrRUeHp64LbaIMfokrX6CdnQZY9HT3Mz2quPoLe1LWDdnstX0LJ3H/QTs5Eydw60mZkRizNsyX7x4sU4fPgwVq5cCVmWsXHjRmzfvh05OTnwer2orq6Gy+XCwYMHAQDPPPMMZs2aFa5wiIgoDok6HRRaLTwOB9w2W8Se53suNsN74izkThsEiwmKmVMg5k3wW1cQBOgnToRuwgR0N15C+5EaONuuAz09kLvsgOQBlCIEsxHQ6dDd1ILuphYYcicieU4JtBkZYf88YUv2CoUCGzZsGFA2adIk388nT3JDCSIiGpwgCFAajRB1Orhtdni6HUAYc77nYjM8nxzxvZY7rL7XgRJ+f5yGu3Khz82B7fNqtH/4Cdz92+q6JcjXOyGkAbi5Z4CjsQmOxiYY8nKRMqcEmrS0sH2m2F7yh4iI6Ka+5/lmaNLTodCGbwaX98RZ/+V1/stvJwgCdG12ZOXcg7SsXKjUWt8x2Wq/o77jYiOadr2Nqx/8B6729pEFPQiuoEdERHFFoVJBk5oKT28v3F3WkD/PlzttAcrvTNTBriEIAgwmC/RGMxy2TnS1t0JyB15AyH7hIhxfX4Rx8iQkzymB2uJ/Q6aRYLInIqK4JGq1UGg0IX+eL1hMkDusfsqNfmoPfg1BEGBMSobBZEE3XLCqvXBbA3yhkAHbVxdgP38Bpin5SJ5dDJV59GsvsBufiIjiVv/zfG1GBkSDPiTXVMyc4r+80H/5UK8hCAKSfvBfyPlhBdIXLoDSaAh4viwD1oZzuPTGTlyr+rTvy8wo8M6eiIjinm9+vl4Pd1cXvC73iK/VPwjPW3cWcqcdgsUIRWHg0fgjuYZ5+jQkTZ0C6+kz6Dh2HFKARYRkrwzrmQbYzp1D0r1T4ckeP6LPxGRPREQJo2+9/XRI3d2QrFbInpHtOS/mTRhWch/JNQRRhHlGAUz3ToX11Gl0HDsOT0+v37qyx4uu+tNoq6kZUSxM9kRElHCUej1E7S3r7cfecvs+CqUSlpmFSJp2L7rqT6HzeC08vf5XDhzplxcmeyIiSkiCQgFVUhLE/q79AAk0VihUKiTPKoJ5+jR0naxHZ+0JeJyh2f6XyZ6IiBKaQqkM61S9UFOo1UieXYykgunoqjuJzhN1oxqDADDZExHRGBGuqXrhImo0SJlTAvOMAnSeqENX3chXnuXUOyIiGjPCMVUv3EStFqnz5iL3sVVILpo5omsw2RMR0ZjTP1VPk54GhVoV7XCGRNTpkDSjYETnMtkTEdGY1T9VT5VsgSAmbkrkM3siIhrz4mmq3kgk7tcYIiKiYeifqqfJyIBCqx38hDjCZE9ERHSLvql6KVCnpUJQJkYHOJM9ERGRH6JGA01GOlTmJEAhRDucUWGyJyIiCiAep+r5w2RPREQ0iIFT9dTRDmfYmOyJiIiGqG+qXhpUyclxNVUvMUYeEBERRZBSr4Oo00Ky2SHZbTE/VS9+vpYQERHFEEEQoEoyQZuZCVGni3Y4QTHZExERjYIgilCnJEOdlhqzS+8y2RMREYWAqNHE7NK7fGZPREQUQrG49C6TPRERjXmesxfh+fIk5BudEFItEOfNgDglb8TX6196V9TrIVlt8PT0hDDa4WOyJyKiMc1z9iKkdz/zvZavd/hejybhA31L76pTkuFx6iFZrfC63KO63ojjiMq7EhERxQjPlyf9l1f7Lx8J3/N8ixlQRD71MtkTEdGYJt/oDFDeFfL3UhoM0GZmQDQYQn7tYJjsiYhoTBNSLQHKzeF5P4UCaosZmoz0iC29y2RPRERjmjhvhv/yuf7LQ0WhUkVs6V0O0CMiojGtfxCep/ok5BtdEFLNEOeObjT+cCj1OohaDSSbDZLDEZapekz2REQ05olT8iKW3P0RFAqozGaIej3cViu8vc6QXp/d+ERERDFCoVJBk5oKdWoKBGXo7sd5Z09ERBRjRK0WCo0GHocDbpsd8HpHdT0meyIiohgkCAKURiNEna5v6V2HY8TXYrInIiKKYYIo9j3PNxggdnSM6Bp8Zk9ERBQHFEolVOaRzf1nsiciIkpwTPZEREQJjsmeiIgowTHZExERJTgmeyIiogTHZE9ERJTgmOyJiIgSHJM9ERFRgmOyJyIiSnBhS/ZerxfPPfccKioqUFlZicbGxgHHd+3ahbKyMpSXl6OqqipcYRAREY15YVsb/6OPPoLL5cLOnTtRW1uLTZs24a9//SsAoK2tDTt27MDbb78Np9OJVatWYf78+VCr1eEKh4iIaMwK25390aNHsWDBAgBAUVER6uvrfcfq6uowa9YsqNVqmEwm5OTkoKGhIVyhEBERjWlhu7O32+0wGo2+16IoQpIkKJVK2O12mEwm3zGDwQC73R70elu2bMHWrVv9Hrt69WpogiYiIoph/fnO4/EM67ywJXuj0QjHLXvver1eKJVKv8ccDseA5O/P2rVrsXbt2gFlNTU1WL16NVavXh3CyImIiGJbW1sbcnNzh1w/bMm+uLgYVVVVWLZsGWpra5Gfn+87VlhYiD/96U9wOp1wuVy4cOHCgONDVVBQgNdeew3p6ekQRXFI55SWluLjjz8e9nvRndiWocO2DB22ZWiwHUMnlG3p8XjQ1taGgoKCYZ0XtmS/ePFiHD58GCtXroQsy9i4cSO2b9+OnJwclJaWorKyEqtWrYIsy3j66aeh0WiG/R5arRYlJSXDPm/ChAnDPof8Y1uGDtsydNiWocF2DJ1QtuVw7uj7hS3ZKxQKbNiwYUDZpEmTfD+Xl5ejvLw8XG9PREREN3FRHSIiogTHZE9ERJTgxPXr16+PdhCRNm/evGiHkDDYlqHDtgwdtmVosB1DJ9ptKciyLEc1AiIiIgorduMTERElOCZ7IiKiBMdkT0RElOCY7ImIiBIckz0REVGCS9hk7/V68dxzz6GiogKVlZVobGwccHzXrl0oKytDeXk5qqqqohRl7BusHV999VWsWLECK1asCLgrIfUZrC376zzxxBN44403ohBh/BisLT/99FPfKp3r168HJx0FNlhb/v3vf0dZWRmWL1+ODz/8MEpRxo8TJ06gsrLyjvIDBw5g+fLlqKiowK5duyIfmJygPvjgA/lXv/qVLMuyfPz4cfnJJ5/0Hbt27Zr84IMPyk6nU7Zarb6f6U7B2vHSpUvyI488IkuSJHs8HrmiokI+c+ZMtEKNecHast+LL74oP/roo/Lrr78e6fDiSrC2tNls8gMPPCDfuHFDlmVZ3rZtm+9nulOwtuzq6pIXLlwoO51OubOzU/7+978frTDjwrZt2+QHH3xQXrFixYByl8slL1q0SO7s7JSdTqdcVlYmX7t2LaKxJeyd/dGjR7FgwQIAQFFREerr633H6urqMGvWLKjVaphMJuTk5KChoSFaoca0YO04btw4vPLKKxBFEQqFApIkjWhDo7EiWFsCwPvvvw9BEPC9730vGuHFlWBtefz4ceTn5+OFF17AqlWrkJaWhpSUlGiFGvOCtaVOp8P48ePR09ODnp4eCIIQrTDjQk5ODrZs2XJH+YULF5CTkwOz2Qy1Wo3Zs2ejpqYmorGFbSOcaLPb7TAajb7XoihCkiQolUrY7XaYTCbfMYPBALvdHo0wY16wdlSpVEhJSYEsy9i8eTOmTZuGvLy8KEYb24K15blz57B//368/PLL+POf/xzFKONDsLbs6OjAl19+ib1790Kv12P16tUoKiri72YAwdoSALKysvDAAw/A4/Hgpz/9abTCjAtLlixBc3PzHeWxkHMSNtkbjUY4HA7fa6/X6/vlvf2Yw+EY8BdB3wrWjgDgdDqxbt06GAwGPP/889EIMW4Ea8u9e/eitbUVP/rRj9DS0gKVSoXs7Gze5QcQrC0tFgtmzJiB9PR0AEBJSQnOnDnDZB9AsLb87LPPcO3aNd9e7I8//jiKi4tRWFgYlVjjVSzknITtxi8uLsZnn30GAKitrUV+fr7vWGFhIY4ePQqn0wmbzYYLFy4MOE7fCtaOsixjzZo1mDJlCjZs2ABRFKMVZlwI1pa//OUvsXv3buzYsQOPPPIIfvzjHzPRBxGsLQsKCnDu3Dm0t7dDkiScOHECkydPjlaoMS9YW5rNZmi1WqjVamg0GphMJlit1miFGrcmTZqExsZGdHZ2wuVyoaamBrNmzYpoDAl7Z7948WIcPnwYK1euhCzL2LhxI7Zv346cnByUlpaisrISq1atgizLePrpp/msOYBg7ej1elFdXQ2Xy4WDBw8CAJ555pmI/xLHi8F+J2noBmvLZ599Fk888QQA4P777+eX+SAGa8vPP/8c5eXlUCgUKC4uxvz586Mdctx455130N3djYqKCvz617/G448/DlmWsXz5cmRmZkY0Fm6EQ0RElOASthufiIiI+jDZExERJTgmeyIiogTHZE9ERJTgmOyJiIgSXMJOvSOigd5//31s27YNkiRBlmU8/PDDvulpAFBWVoaMjAz87W9/85WtWLECLpcLXV1d6O7uRlZWFgBg8+bN2L59O7744guYzWYAgMvlwurVq/HYY4/hZz/7GZqbm9Hd3Y3r168jJycHAPCLX/wCtbW12L9/P/71r39Bq9UCAL788kts3boVO3bsiFRzEI0pTPZEY0BrayteeOEF7NmzB8nJyXA4HKisrEReXh5KS0vR0NAAtVqNhoYGXLlyxZfUd+/eDQDYs2cPqqursWnTpgHX/fnPf46ysjIAwPXr17F48WJ897vf9S356y+J19bWoqWlBS+99BLWrVsXiY9PNOaxG59oDOjo6IDb7UZvby+AvrW5N23a5FtZbs+ePZg/fz5KS0tHvP1mWloa8vLycP78+UHrVlRU4L333ov4ZiBEYxWTPdEYMHXqVJSWlmLRokV49NFH8Yc//AFerxe5ublwu9145513sHTpUixduhRvvfUWJEka9ns0NDTg0qVLmD59+qB1LRYL1q9fj9/85je+LyBEFD7sxicaI373u99hzZo1OHToEA4dOoTy8nL88Y9/hCAISE9Px+TJkyHLMhQKBaqqqrB48eJBr/nyyy/jH//4B7xeL7RaLTZs2IAJEyYMKZ5Fixbh3//+N1566SUuF0wUZkz2RGPAJ598gu7ubixbtgzLly/H8uXLsWvXLrz11ltQKBS4cuUK7rvvPgB923G++eabQ0r2tz6zH4nf/va3eOihh2CxWEZ8DSIaHLvxicYArVaLF1980bfXtizLOHPmDLKysvD5559j//79OHDgAA4cOIC9e/fiiy++QFNTU9jjSk5Oxvr16/GXv/wl7O9FNJYx2RONAd/5znfw1FNP4cknn8SSJUtw//33QxRFZGdnY+HChQN24Jo4cSLuu+8+7Ny5MyKxLVq0CEuWLInIexGNVdz1joiIKMHxzp6IiCjBMdkTERElOCZ7IiKiBMdkT0RElOCY7ImIiBIckz0REVGCY7InIiJKcEz2RERECe7/AyoH9YaBiCQbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.regplot(x=satact['SATPTN'], y=satact['ACTPTN'], line_kws={\"color\":\"r\",\"alpha\":0.7,\"lw\":5})"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a19883080>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.regplot(x=satact['SATTOT'], y=satact['ACTCOMP'], line_kws={\"color\":\"r\",\"alpha\":0.7,\"lw\":5})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I did some hypothesis testing. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"H$_{0}$: The mean participation rates are the same.\n",
"\n",
"H$_{A}$: The mean participation rates are not the same. \n",
"\n",
"$\\alpha$: .05"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3.8085778908170544,\n",
" 0.00024134203698662353,\n",
" Ttest_indResult(statistic=3.8085778908170544, pvalue=0.00024134203698662353))"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import scipy.stats as stats\n",
"result = stats.ttest_ind(satact.ACTPTN, satact.SATPTN)\n",
"result.statistic, result.pvalue, result"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we see that when we compare the sample means of both our participation columns, we get a p of .0002, which is far less than our level of significance, which we set to be .05. Thus, there is only a .02% chance that our test result, 3.8, was due to randomness. Therefore, we have evidence that suggest our null hypothesis should be rejected, and so it seams that the participation rates are different. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate and interpreting 95% confidence intervals for SAT and ACT participation rates."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The 95% confidence interval for the ACT participation is (0.02260009176854383, 1.2824979474471425), which means that, out of 100 trials, 95 of them will fall between the bounds of this interval.\n",
"The 95% confidence interval for the SAT participation is (-0.29337007176461544, 1.0894485031371646), which means that, out of 100 trials, 95 of them will fall between the bounds of this interval. Note that the lower bound of this interval is less than zero. Thus, we can assume that the true interval is (0.)\n"
]
}
],
"source": [
"mean1, sigma1 = satact.ACTPTN.mean(), satact.ACTPTN.std()\n",
"mean2, sigma2 = satact.SATPTN.mean(), satact.SATPTN.std()\n",
"\n",
"conf_int1 = stats.norm.interval(alpha=0.95, loc=mean1, scale=sigma1)\n",
"conf_int2 = stats.norm.interval(alpha=0.95, loc=mean2, scale=sigma2)\n",
"print('The 95% confidence interval for the ACT participation is {}, which means that, out of 100 trials, 95 of them will fall between the bounds of this interval.'.format(conf_int1))\n",
"print('The 95% confidence interval for the SAT participation is {}, which means that, out of 100 trials, 95 of them will fall between the bounds of this interval. Note that the lower bound of this interval is less than zero. Thus, we can assume that the true interval is (0.)'.format(conf_int2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's it for the notebook. If you haven't, please look at the accompanying presentation to see my hypothetical recommendations to The College Board. "
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:dsi]",
"language": "python",
"name": "conda-env-dsi-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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